{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing PulP solver\n",
    "from pulp import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the Demand points\n",
    "demand_points=['Port of Newcastle','Port of Hedland','Port of Vienna','Port of Mina','Port of Antwerp','Port of Santos','Port of Montreal','Port of Vancouver','Port of Shanghai','Port of Hamburg_Czeck','Port of Alexandria','Port of Marseille','Port of Hamburg_Germany','Port of Budapest','Port of Jawaharlal Nehru','Port of Tanjung Priok','Port of Bandar Abbas','Port of Umm Qasr','Port of Haifa','Port of Gioia Tauro','Port of Nagoya','Port of Aqaba','Port of Busan','Port of Shuwaikh','Port of Beirut','Port of Manzanillo','Port of Rotterdam','Port of Salalah','Port of Gaza','Port of Gdansk','Port of Doha','Port of King Abdul Aziz','Port of Jeddah','Port of Bratislava','Port of Durban','Port of Algeciras','Port of Gothenburg','Port of Latakia','Port of Kaohsiung','Port of Bangkok','Port of Mersin','Port of Jebel Ali','Port of Immingham','Port of New York','Port of Los Angeles','Port of Hodeidah']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Port of Newcastle',\n",
       " 'Port of Hedland',\n",
       " 'Port of Vienna',\n",
       " 'Port of Mina',\n",
       " 'Port of Antwerp',\n",
       " 'Port of Santos',\n",
       " 'Port of Montreal',\n",
       " 'Port of Vancouver',\n",
       " 'Port of Shanghai',\n",
       " 'Port of Hamburg_Czeck',\n",
       " 'Port of Alexandria',\n",
       " 'Port of Marseille',\n",
       " 'Port of Hamburg_Germany',\n",
       " 'Port of Budapest',\n",
       " 'Port of Jawaharlal Nehru',\n",
       " 'Port of Tanjung Priok',\n",
       " 'Port of Bandar Abbas',\n",
       " 'Port of Umm Qasr',\n",
       " 'Port of Haifa',\n",
       " 'Port of Gioia Tauro',\n",
       " 'Port of Nagoya',\n",
       " 'Port of Aqaba',\n",
       " 'Port of Busan',\n",
       " 'Port of Shuwaikh',\n",
       " 'Port of Beirut',\n",
       " 'Port of Manzanillo',\n",
       " 'Port of Rotterdam',\n",
       " 'Port of Salalah',\n",
       " 'Port of Gaza',\n",
       " 'Port of Gdansk',\n",
       " 'Port of Doha',\n",
       " 'Port of King Abdul Aziz',\n",
       " 'Port of Jeddah',\n",
       " 'Port of Bratislava',\n",
       " 'Port of Durban',\n",
       " 'Port of Algeciras',\n",
       " 'Port of Gothenburg',\n",
       " 'Port of Latakia',\n",
       " 'Port of Kaohsiung',\n",
       " 'Port of Bangkok',\n",
       " 'Port of Mersin',\n",
       " 'Port of Jebel Ali',\n",
       " 'Port of Immingham',\n",
       " 'Port of New York',\n",
       " 'Port of Los Angeles',\n",
       " 'Port of Hodeidah']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demand_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the Supply Points\n",
    "supply_points=['Port of Shanghai','Port of Marseille','Port of Hamburg_Germany','Port of Budapest','Port of Jawaharlal Nehru','Port of Nagoya','Port of Busan','Port of Manzanillo','Port of Kaohsiung','Port of Mersin','Port of Immingham','Port of New York','Port of Los Angeles']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Port of Shanghai',\n",
       " 'Port of Marseille',\n",
       " 'Port of Hamburg_Germany',\n",
       " 'Port of Budapest',\n",
       " 'Port of Jawaharlal Nehru',\n",
       " 'Port of Nagoya',\n",
       " 'Port of Busan',\n",
       " 'Port of Manzanillo',\n",
       " 'Port of Kaohsiung',\n",
       " 'Port of Mersin',\n",
       " 'Port of Immingham',\n",
       " 'Port of New York',\n",
       " 'Port of Los Angeles']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supply_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the distances\n",
    "distance = dict(zip(supply_points,[dict(zip(demand_points, [5140,3701,10444,6882,11907,13268,11673,4956,0,12277,8365,10048,12277,10330,5293,2909,6557,7139,8336,9335,1007,7912,535,7094,8385,6843,11999,6270,7660,12993,6814,6922,7341,10432,8418,10346,12539,8550,597,2872,8546,6627,12049,10547,5688,6802])),\n",
    "dict(zip(demand_points, [11599,9088,2980,5332,2339,6204,4871,10996,10048,2708,1805,0,2708,2868,5224,7714,5024,5603,1946,730,10928,2282,10566,5558,1900,8209,2430,4081,1631,3425,5267,5388,2709,2971,7032,778,2971,1830,9485,8270,1806,5080,2481,4293,9700,3245])),\n",
    "dict(zip(demand_points, [13825,11314,5209,7561,426,7026,3669,11819,12277,0,4034,2708,0,5095,7451,9842,7250,7832,4173,3032,13155,4509,12793,7788,4130,9031,341,6307,3973,870,7493,7615,4935,5197,8433,1929,417,4057,11711,10496,4032,7306,448,4195,10522,5475])),\n",
    "dict(zip(demand_points, [11879,9368,103,5615,4726,8591,7258,13383,10330,5095,2047,2868,5095,0,5505,7995,5304,5886,2192,2154,11208,2563,10846,5841,2148,10565,4817,4362,1992,5812,5547,5669,2989,102,7312,3165,5360,2052,9766,8550,2028,5360,4868,6728,12056,3528])),\n",
    "dict(zip(demand_points, [6956,4445,5619,1589,7082,9552,9614,9428,5293,7451,3540,5224,7451,5505,0,3071,1265,1847,3510,4510,6171,3086,5810,1802,3560,12946 ,7173,1143,3243,8167,1522,1630,2515,5607,4714,5521,7715,3725,4727,3513,3720,1335,7224,9036,10104,1977])),\n",
    "dict(zip(demand_points, [4768,4088,11322,7759,12786,11468,10961,4321,1007,13155,9243,10928,13155,11208,6171,3787,7435,8017,9214,10213,0,8790,612,7972,9263,6131,12877,7148,8308,13871,7692,7800,8219,11310,9308,11224,13418,9428,1498,3750,9424,7505,12927,9835,4992,7680])),\n",
    "dict(zip(demand_points, [5141,3770,10960,7398,12424,13783,11234,4517,535,12793,8882,10566,12793,10846,5810,3426,7074,7655,8852,9852,612,8428,0,7611,8901,6404,12515,6786,8020,13509,7330,7438,7857,10949,8939,10863,13056,9066,1137,3388,9062,7143,12565,10108,5249,7318])),\n",
    "dict(zip(demand_points, [6715,8542,10679,13061,8663,7223,5899,2814,6843,9031,9534,8209,9031,10565,12946 ,8920,12745,13332,9673,8533,6131,10011,6404,13286,9631,0,8736,11791,8088,9730,12977,13099,10419,10681,10919,7413,9277,9541,7268,8865,9516,12790,8787,4237,1490,10974])),\n",
    "dict(zip(demand_points, [4693,3258,9880,6316,11343,12691,13875,5419,597,11711,7800,9485,11711,9766,4727,2343,5991,6573,7770,8771,1498,7346,1137,6528,7819,7268,11434,5704,7144,12430,6248,6356,6775,9868,7930,9782,11978,7986,0,2307,7981,6063,11485,10972,6129,6236])),\n",
    "dict(zip(demand_points, [10095,7584,2142,3831,3664,7528,6195,12320,8546,4032,546,1806,4032,2028,3720,6210,3520,4102,233,1091,9424,778,9062,4057,191,9516,3755,2577,316,4751,3763,3885,1205,2130,5530,2102,4299,89,7981,6766,0,3576,3804,5617,11024,1744])),\n",
    "dict(zip(demand_points, [13598,11088,4982,7334,313,6799,3435,11591,12049,448,3806,2481,448,4868,7224,9714,7023,7605,3944,2805,12927,4282,12565,7560,3903,8787,282,6081,3399,1166,7267,7388,4708,4970,8207,1703,714,3830,11485,10269,3804,7080,0,3968,10295,5247])),\n",
    "dict(zip(demand_points, [9689,12899,6839,9168,3827,6148,1729,7051,10547,4195,5618,4293,4195,6728,9036,11525,8862,9417,5756,4617,9835,6104,10108,9392,5715,4237,3918,7930,5196,4316,9392,9222,6521,6830,9902,3515,3864,5642,10972,12081,5617,8918,3968,0,5734,7105])),\n",
    "dict(zip(demand_points, [6466,7885,12171,14552,10154,8718,7389,1319,5688,10522,11025,9700,10522,12056,10104,7910,11057,11524,11048,10024,4992,11501,5249,11504,11122,1490,10245,11137,9280,11242,11279,11344,11927,12158,12410,8922,10789,11049,6129,7730,11024,11116,10295,5734,0,12465]))]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Port of Shanghai': {'Port of Newcastle': 5140,\n",
       "  'Port of Hedland': 3701,\n",
       "  'Port of Vienna': 10444,\n",
       "  'Port of Mina': 6882,\n",
       "  'Port of Antwerp': 11907,\n",
       "  'Port of Santos': 13268,\n",
       "  'Port of Montreal': 11673,\n",
       "  'Port of Vancouver': 4956,\n",
       "  'Port of Shanghai': 0,\n",
       "  'Port of Hamburg_Czeck': 12277,\n",
       "  'Port of Alexandria': 8365,\n",
       "  'Port of Marseille': 10048,\n",
       "  'Port of Hamburg_Germany': 12277,\n",
       "  'Port of Budapest': 10330,\n",
       "  'Port of Jawaharlal Nehru': 5293,\n",
       "  'Port of Tanjung Priok': 2909,\n",
       "  'Port of Bandar Abbas': 6557,\n",
       "  'Port of Umm Qasr': 7139,\n",
       "  'Port of Haifa': 8336,\n",
       "  'Port of Gioia Tauro': 9335,\n",
       "  'Port of Nagoya': 1007,\n",
       "  'Port of Aqaba': 7912,\n",
       "  'Port of Busan': 535,\n",
       "  'Port of Shuwaikh': 7094,\n",
       "  'Port of Beirut': 8385,\n",
       "  'Port of Manzanillo': 6843,\n",
       "  'Port of Rotterdam': 11999,\n",
       "  'Port of Salalah': 6270,\n",
       "  'Port of Gaza': 7660,\n",
       "  'Port of Gdansk': 12993,\n",
       "  'Port of Doha': 6814,\n",
       "  'Port of King Abdul Aziz': 6922,\n",
       "  'Port of Jeddah': 7341,\n",
       "  'Port of Bratislava': 10432,\n",
       "  'Port of Durban': 8418,\n",
       "  'Port of Algeciras': 10346,\n",
       "  'Port of Gothenburg': 12539,\n",
       "  'Port of Latakia': 8550,\n",
       "  'Port of Kaohsiung': 597,\n",
       "  'Port of Bangkok': 2872,\n",
       "  'Port of Mersin': 8546,\n",
       "  'Port of Jebel Ali': 6627,\n",
       "  'Port of Immingham': 12049,\n",
       "  'Port of New York': 10547,\n",
       "  'Port of Los Angeles': 5688,\n",
       "  'Port of Hodeidah': 6802},\n",
       " 'Port of Marseille': {'Port of Newcastle': 11599,\n",
       "  'Port of Hedland': 9088,\n",
       "  'Port of Vienna': 2980,\n",
       "  'Port of Mina': 5332,\n",
       "  'Port of Antwerp': 2339,\n",
       "  'Port of Santos': 6204,\n",
       "  'Port of Montreal': 4871,\n",
       "  'Port of Vancouver': 10996,\n",
       "  'Port of Shanghai': 10048,\n",
       "  'Port of Hamburg_Czeck': 2708,\n",
       "  'Port of Alexandria': 1805,\n",
       "  'Port of Marseille': 0,\n",
       "  'Port of Hamburg_Germany': 2708,\n",
       "  'Port of Budapest': 2868,\n",
       "  'Port of Jawaharlal Nehru': 5224,\n",
       "  'Port of Tanjung Priok': 7714,\n",
       "  'Port of Bandar Abbas': 5024,\n",
       "  'Port of Umm Qasr': 5603,\n",
       "  'Port of Haifa': 1946,\n",
       "  'Port of Gioia Tauro': 730,\n",
       "  'Port of Nagoya': 10928,\n",
       "  'Port of Aqaba': 2282,\n",
       "  'Port of Busan': 10566,\n",
       "  'Port of Shuwaikh': 5558,\n",
       "  'Port of Beirut': 1900,\n",
       "  'Port of Manzanillo': 8209,\n",
       "  'Port of Rotterdam': 2430,\n",
       "  'Port of Salalah': 4081,\n",
       "  'Port of Gaza': 1631,\n",
       "  'Port of Gdansk': 3425,\n",
       "  'Port of Doha': 5267,\n",
       "  'Port of King Abdul Aziz': 5388,\n",
       "  'Port of Jeddah': 2709,\n",
       "  'Port of Bratislava': 2971,\n",
       "  'Port of Durban': 7032,\n",
       "  'Port of Algeciras': 778,\n",
       "  'Port of Gothenburg': 2971,\n",
       "  'Port of Latakia': 1830,\n",
       "  'Port of Kaohsiung': 9485,\n",
       "  'Port of Bangkok': 8270,\n",
       "  'Port of Mersin': 1806,\n",
       "  'Port of Jebel Ali': 5080,\n",
       "  'Port of Immingham': 2481,\n",
       "  'Port of New York': 4293,\n",
       "  'Port of Los Angeles': 9700,\n",
       "  'Port of Hodeidah': 3245},\n",
       " 'Port of Hamburg_Germany': {'Port of Newcastle': 13825,\n",
       "  'Port of Hedland': 11314,\n",
       "  'Port of Vienna': 5209,\n",
       "  'Port of Mina': 7561,\n",
       "  'Port of Antwerp': 426,\n",
       "  'Port of Santos': 7026,\n",
       "  'Port of Montreal': 3669,\n",
       "  'Port of Vancouver': 11819,\n",
       "  'Port of Shanghai': 12277,\n",
       "  'Port of Hamburg_Czeck': 0,\n",
       "  'Port of Alexandria': 4034,\n",
       "  'Port of Marseille': 2708,\n",
       "  'Port of Hamburg_Germany': 0,\n",
       "  'Port of Budapest': 5095,\n",
       "  'Port of Jawaharlal Nehru': 7451,\n",
       "  'Port of Tanjung Priok': 9842,\n",
       "  'Port of Bandar Abbas': 7250,\n",
       "  'Port of Umm Qasr': 7832,\n",
       "  'Port of Haifa': 4173,\n",
       "  'Port of Gioia Tauro': 3032,\n",
       "  'Port of Nagoya': 13155,\n",
       "  'Port of Aqaba': 4509,\n",
       "  'Port of Busan': 12793,\n",
       "  'Port of Shuwaikh': 7788,\n",
       "  'Port of Beirut': 4130,\n",
       "  'Port of Manzanillo': 9031,\n",
       "  'Port of Rotterdam': 341,\n",
       "  'Port of Salalah': 6307,\n",
       "  'Port of Gaza': 3973,\n",
       "  'Port of Gdansk': 870,\n",
       "  'Port of Doha': 7493,\n",
       "  'Port of King Abdul Aziz': 7615,\n",
       "  'Port of Jeddah': 4935,\n",
       "  'Port of Bratislava': 5197,\n",
       "  'Port of Durban': 8433,\n",
       "  'Port of Algeciras': 1929,\n",
       "  'Port of Gothenburg': 417,\n",
       "  'Port of Latakia': 4057,\n",
       "  'Port of Kaohsiung': 11711,\n",
       "  'Port of Bangkok': 10496,\n",
       "  'Port of Mersin': 4032,\n",
       "  'Port of Jebel Ali': 7306,\n",
       "  'Port of Immingham': 448,\n",
       "  'Port of New York': 4195,\n",
       "  'Port of Los Angeles': 10522,\n",
       "  'Port of Hodeidah': 5475},\n",
       " 'Port of Budapest': {'Port of Newcastle': 11879,\n",
       "  'Port of Hedland': 9368,\n",
       "  'Port of Vienna': 103,\n",
       "  'Port of Mina': 5615,\n",
       "  'Port of Antwerp': 4726,\n",
       "  'Port of Santos': 8591,\n",
       "  'Port of Montreal': 7258,\n",
       "  'Port of Vancouver': 13383,\n",
       "  'Port of Shanghai': 10330,\n",
       "  'Port of Hamburg_Czeck': 5095,\n",
       "  'Port of Alexandria': 2047,\n",
       "  'Port of Marseille': 2868,\n",
       "  'Port of Hamburg_Germany': 5095,\n",
       "  'Port of Budapest': 0,\n",
       "  'Port of Jawaharlal Nehru': 5505,\n",
       "  'Port of Tanjung Priok': 7995,\n",
       "  'Port of Bandar Abbas': 5304,\n",
       "  'Port of Umm Qasr': 5886,\n",
       "  'Port of Haifa': 2192,\n",
       "  'Port of Gioia Tauro': 2154,\n",
       "  'Port of Nagoya': 11208,\n",
       "  'Port of Aqaba': 2563,\n",
       "  'Port of Busan': 10846,\n",
       "  'Port of Shuwaikh': 5841,\n",
       "  'Port of Beirut': 2148,\n",
       "  'Port of Manzanillo': 10565,\n",
       "  'Port of Rotterdam': 4817,\n",
       "  'Port of Salalah': 4362,\n",
       "  'Port of Gaza': 1992,\n",
       "  'Port of Gdansk': 5812,\n",
       "  'Port of Doha': 5547,\n",
       "  'Port of King Abdul Aziz': 5669,\n",
       "  'Port of Jeddah': 2989,\n",
       "  'Port of Bratislava': 102,\n",
       "  'Port of Durban': 7312,\n",
       "  'Port of Algeciras': 3165,\n",
       "  'Port of Gothenburg': 5360,\n",
       "  'Port of Latakia': 2052,\n",
       "  'Port of Kaohsiung': 9766,\n",
       "  'Port of Bangkok': 8550,\n",
       "  'Port of Mersin': 2028,\n",
       "  'Port of Jebel Ali': 5360,\n",
       "  'Port of Immingham': 4868,\n",
       "  'Port of New York': 6728,\n",
       "  'Port of Los Angeles': 12056,\n",
       "  'Port of Hodeidah': 3528},\n",
       " 'Port of Jawaharlal Nehru': {'Port of Newcastle': 6956,\n",
       "  'Port of Hedland': 4445,\n",
       "  'Port of Vienna': 5619,\n",
       "  'Port of Mina': 1589,\n",
       "  'Port of Antwerp': 7082,\n",
       "  'Port of Santos': 9552,\n",
       "  'Port of Montreal': 9614,\n",
       "  'Port of Vancouver': 9428,\n",
       "  'Port of Shanghai': 5293,\n",
       "  'Port of Hamburg_Czeck': 7451,\n",
       "  'Port of Alexandria': 3540,\n",
       "  'Port of Marseille': 5224,\n",
       "  'Port of Hamburg_Germany': 7451,\n",
       "  'Port of Budapest': 5505,\n",
       "  'Port of Jawaharlal Nehru': 0,\n",
       "  'Port of Tanjung Priok': 3071,\n",
       "  'Port of Bandar Abbas': 1265,\n",
       "  'Port of Umm Qasr': 1847,\n",
       "  'Port of Haifa': 3510,\n",
       "  'Port of Gioia Tauro': 4510,\n",
       "  'Port of Nagoya': 6171,\n",
       "  'Port of Aqaba': 3086,\n",
       "  'Port of Busan': 5810,\n",
       "  'Port of Shuwaikh': 1802,\n",
       "  'Port of Beirut': 3560,\n",
       "  'Port of Manzanillo': 12946,\n",
       "  'Port of Rotterdam': 7173,\n",
       "  'Port of Salalah': 1143,\n",
       "  'Port of Gaza': 3243,\n",
       "  'Port of Gdansk': 8167,\n",
       "  'Port of Doha': 1522,\n",
       "  'Port of King Abdul Aziz': 1630,\n",
       "  'Port of Jeddah': 2515,\n",
       "  'Port of Bratislava': 5607,\n",
       "  'Port of Durban': 4714,\n",
       "  'Port of Algeciras': 5521,\n",
       "  'Port of Gothenburg': 7715,\n",
       "  'Port of Latakia': 3725,\n",
       "  'Port of Kaohsiung': 4727,\n",
       "  'Port of Bangkok': 3513,\n",
       "  'Port of Mersin': 3720,\n",
       "  'Port of Jebel Ali': 1335,\n",
       "  'Port of Immingham': 7224,\n",
       "  'Port of New York': 9036,\n",
       "  'Port of Los Angeles': 10104,\n",
       "  'Port of Hodeidah': 1977},\n",
       " 'Port of Nagoya': {'Port of Newcastle': 4768,\n",
       "  'Port of Hedland': 4088,\n",
       "  'Port of Vienna': 11322,\n",
       "  'Port of Mina': 7759,\n",
       "  'Port of Antwerp': 12786,\n",
       "  'Port of Santos': 11468,\n",
       "  'Port of Montreal': 10961,\n",
       "  'Port of Vancouver': 4321,\n",
       "  'Port of Shanghai': 1007,\n",
       "  'Port of Hamburg_Czeck': 13155,\n",
       "  'Port of Alexandria': 9243,\n",
       "  'Port of Marseille': 10928,\n",
       "  'Port of Hamburg_Germany': 13155,\n",
       "  'Port of Budapest': 11208,\n",
       "  'Port of Jawaharlal Nehru': 6171,\n",
       "  'Port of Tanjung Priok': 3787,\n",
       "  'Port of Bandar Abbas': 7435,\n",
       "  'Port of Umm Qasr': 8017,\n",
       "  'Port of Haifa': 9214,\n",
       "  'Port of Gioia Tauro': 10213,\n",
       "  'Port of Nagoya': 0,\n",
       "  'Port of Aqaba': 8790,\n",
       "  'Port of Busan': 612,\n",
       "  'Port of Shuwaikh': 7972,\n",
       "  'Port of Beirut': 9263,\n",
       "  'Port of Manzanillo': 6131,\n",
       "  'Port of Rotterdam': 12877,\n",
       "  'Port of Salalah': 7148,\n",
       "  'Port of Gaza': 8308,\n",
       "  'Port of Gdansk': 13871,\n",
       "  'Port of Doha': 7692,\n",
       "  'Port of King Abdul Aziz': 7800,\n",
       "  'Port of Jeddah': 8219,\n",
       "  'Port of Bratislava': 11310,\n",
       "  'Port of Durban': 9308,\n",
       "  'Port of Algeciras': 11224,\n",
       "  'Port of Gothenburg': 13418,\n",
       "  'Port of Latakia': 9428,\n",
       "  'Port of Kaohsiung': 1498,\n",
       "  'Port of Bangkok': 3750,\n",
       "  'Port of Mersin': 9424,\n",
       "  'Port of Jebel Ali': 7505,\n",
       "  'Port of Immingham': 12927,\n",
       "  'Port of New York': 9835,\n",
       "  'Port of Los Angeles': 4992,\n",
       "  'Port of Hodeidah': 7680},\n",
       " 'Port of Busan': {'Port of Newcastle': 5141,\n",
       "  'Port of Hedland': 3770,\n",
       "  'Port of Vienna': 10960,\n",
       "  'Port of Mina': 7398,\n",
       "  'Port of Antwerp': 12424,\n",
       "  'Port of Santos': 13783,\n",
       "  'Port of Montreal': 11234,\n",
       "  'Port of Vancouver': 4517,\n",
       "  'Port of Shanghai': 535,\n",
       "  'Port of Hamburg_Czeck': 12793,\n",
       "  'Port of Alexandria': 8882,\n",
       "  'Port of Marseille': 10566,\n",
       "  'Port of Hamburg_Germany': 12793,\n",
       "  'Port of Budapest': 10846,\n",
       "  'Port of Jawaharlal Nehru': 5810,\n",
       "  'Port of Tanjung Priok': 3426,\n",
       "  'Port of Bandar Abbas': 7074,\n",
       "  'Port of Umm Qasr': 7655,\n",
       "  'Port of Haifa': 8852,\n",
       "  'Port of Gioia Tauro': 9852,\n",
       "  'Port of Nagoya': 612,\n",
       "  'Port of Aqaba': 8428,\n",
       "  'Port of Busan': 0,\n",
       "  'Port of Shuwaikh': 7611,\n",
       "  'Port of Beirut': 8901,\n",
       "  'Port of Manzanillo': 6404,\n",
       "  'Port of Rotterdam': 12515,\n",
       "  'Port of Salalah': 6786,\n",
       "  'Port of Gaza': 8020,\n",
       "  'Port of Gdansk': 13509,\n",
       "  'Port of Doha': 7330,\n",
       "  'Port of King Abdul Aziz': 7438,\n",
       "  'Port of Jeddah': 7857,\n",
       "  'Port of Bratislava': 10949,\n",
       "  'Port of Durban': 8939,\n",
       "  'Port of Algeciras': 10863,\n",
       "  'Port of Gothenburg': 13056,\n",
       "  'Port of Latakia': 9066,\n",
       "  'Port of Kaohsiung': 1137,\n",
       "  'Port of Bangkok': 3388,\n",
       "  'Port of Mersin': 9062,\n",
       "  'Port of Jebel Ali': 7143,\n",
       "  'Port of Immingham': 12565,\n",
       "  'Port of New York': 10108,\n",
       "  'Port of Los Angeles': 5249,\n",
       "  'Port of Hodeidah': 7318},\n",
       " 'Port of Manzanillo': {'Port of Newcastle': 6715,\n",
       "  'Port of Hedland': 8542,\n",
       "  'Port of Vienna': 10679,\n",
       "  'Port of Mina': 13061,\n",
       "  'Port of Antwerp': 8663,\n",
       "  'Port of Santos': 7223,\n",
       "  'Port of Montreal': 5899,\n",
       "  'Port of Vancouver': 2814,\n",
       "  'Port of Shanghai': 6843,\n",
       "  'Port of Hamburg_Czeck': 9031,\n",
       "  'Port of Alexandria': 9534,\n",
       "  'Port of Marseille': 8209,\n",
       "  'Port of Hamburg_Germany': 9031,\n",
       "  'Port of Budapest': 10565,\n",
       "  'Port of Jawaharlal Nehru': 12946,\n",
       "  'Port of Tanjung Priok': 8920,\n",
       "  'Port of Bandar Abbas': 12745,\n",
       "  'Port of Umm Qasr': 13332,\n",
       "  'Port of Haifa': 9673,\n",
       "  'Port of Gioia Tauro': 8533,\n",
       "  'Port of Nagoya': 6131,\n",
       "  'Port of Aqaba': 10011,\n",
       "  'Port of Busan': 6404,\n",
       "  'Port of Shuwaikh': 13286,\n",
       "  'Port of Beirut': 9631,\n",
       "  'Port of Manzanillo': 0,\n",
       "  'Port of Rotterdam': 8736,\n",
       "  'Port of Salalah': 11791,\n",
       "  'Port of Gaza': 8088,\n",
       "  'Port of Gdansk': 9730,\n",
       "  'Port of Doha': 12977,\n",
       "  'Port of King Abdul Aziz': 13099,\n",
       "  'Port of Jeddah': 10419,\n",
       "  'Port of Bratislava': 10681,\n",
       "  'Port of Durban': 10919,\n",
       "  'Port of Algeciras': 7413,\n",
       "  'Port of Gothenburg': 9277,\n",
       "  'Port of Latakia': 9541,\n",
       "  'Port of Kaohsiung': 7268,\n",
       "  'Port of Bangkok': 8865,\n",
       "  'Port of Mersin': 9516,\n",
       "  'Port of Jebel Ali': 12790,\n",
       "  'Port of Immingham': 8787,\n",
       "  'Port of New York': 4237,\n",
       "  'Port of Los Angeles': 1490,\n",
       "  'Port of Hodeidah': 10974},\n",
       " 'Port of Kaohsiung': {'Port of Newcastle': 4693,\n",
       "  'Port of Hedland': 3258,\n",
       "  'Port of Vienna': 9880,\n",
       "  'Port of Mina': 6316,\n",
       "  'Port of Antwerp': 11343,\n",
       "  'Port of Santos': 12691,\n",
       "  'Port of Montreal': 13875,\n",
       "  'Port of Vancouver': 5419,\n",
       "  'Port of Shanghai': 597,\n",
       "  'Port of Hamburg_Czeck': 11711,\n",
       "  'Port of Alexandria': 7800,\n",
       "  'Port of Marseille': 9485,\n",
       "  'Port of Hamburg_Germany': 11711,\n",
       "  'Port of Budapest': 9766,\n",
       "  'Port of Jawaharlal Nehru': 4727,\n",
       "  'Port of Tanjung Priok': 2343,\n",
       "  'Port of Bandar Abbas': 5991,\n",
       "  'Port of Umm Qasr': 6573,\n",
       "  'Port of Haifa': 7770,\n",
       "  'Port of Gioia Tauro': 8771,\n",
       "  'Port of Nagoya': 1498,\n",
       "  'Port of Aqaba': 7346,\n",
       "  'Port of Busan': 1137,\n",
       "  'Port of Shuwaikh': 6528,\n",
       "  'Port of Beirut': 7819,\n",
       "  'Port of Manzanillo': 7268,\n",
       "  'Port of Rotterdam': 11434,\n",
       "  'Port of Salalah': 5704,\n",
       "  'Port of Gaza': 7144,\n",
       "  'Port of Gdansk': 12430,\n",
       "  'Port of Doha': 6248,\n",
       "  'Port of King Abdul Aziz': 6356,\n",
       "  'Port of Jeddah': 6775,\n",
       "  'Port of Bratislava': 9868,\n",
       "  'Port of Durban': 7930,\n",
       "  'Port of Algeciras': 9782,\n",
       "  'Port of Gothenburg': 11978,\n",
       "  'Port of Latakia': 7986,\n",
       "  'Port of Kaohsiung': 0,\n",
       "  'Port of Bangkok': 2307,\n",
       "  'Port of Mersin': 7981,\n",
       "  'Port of Jebel Ali': 6063,\n",
       "  'Port of Immingham': 11485,\n",
       "  'Port of New York': 10972,\n",
       "  'Port of Los Angeles': 6129,\n",
       "  'Port of Hodeidah': 6236},\n",
       " 'Port of Mersin': {'Port of Newcastle': 10095,\n",
       "  'Port of Hedland': 7584,\n",
       "  'Port of Vienna': 2142,\n",
       "  'Port of Mina': 3831,\n",
       "  'Port of Antwerp': 3664,\n",
       "  'Port of Santos': 7528,\n",
       "  'Port of Montreal': 6195,\n",
       "  'Port of Vancouver': 12320,\n",
       "  'Port of Shanghai': 8546,\n",
       "  'Port of Hamburg_Czeck': 4032,\n",
       "  'Port of Alexandria': 546,\n",
       "  'Port of Marseille': 1806,\n",
       "  'Port of Hamburg_Germany': 4032,\n",
       "  'Port of Budapest': 2028,\n",
       "  'Port of Jawaharlal Nehru': 3720,\n",
       "  'Port of Tanjung Priok': 6210,\n",
       "  'Port of Bandar Abbas': 3520,\n",
       "  'Port of Umm Qasr': 4102,\n",
       "  'Port of Haifa': 233,\n",
       "  'Port of Gioia Tauro': 1091,\n",
       "  'Port of Nagoya': 9424,\n",
       "  'Port of Aqaba': 778,\n",
       "  'Port of Busan': 9062,\n",
       "  'Port of Shuwaikh': 4057,\n",
       "  'Port of Beirut': 191,\n",
       "  'Port of Manzanillo': 9516,\n",
       "  'Port of Rotterdam': 3755,\n",
       "  'Port of Salalah': 2577,\n",
       "  'Port of Gaza': 316,\n",
       "  'Port of Gdansk': 4751,\n",
       "  'Port of Doha': 3763,\n",
       "  'Port of King Abdul Aziz': 3885,\n",
       "  'Port of Jeddah': 1205,\n",
       "  'Port of Bratislava': 2130,\n",
       "  'Port of Durban': 5530,\n",
       "  'Port of Algeciras': 2102,\n",
       "  'Port of Gothenburg': 4299,\n",
       "  'Port of Latakia': 89,\n",
       "  'Port of Kaohsiung': 7981,\n",
       "  'Port of Bangkok': 6766,\n",
       "  'Port of Mersin': 0,\n",
       "  'Port of Jebel Ali': 3576,\n",
       "  'Port of Immingham': 3804,\n",
       "  'Port of New York': 5617,\n",
       "  'Port of Los Angeles': 11024,\n",
       "  'Port of Hodeidah': 1744},\n",
       " 'Port of Immingham': {'Port of Newcastle': 13598,\n",
       "  'Port of Hedland': 11088,\n",
       "  'Port of Vienna': 4982,\n",
       "  'Port of Mina': 7334,\n",
       "  'Port of Antwerp': 313,\n",
       "  'Port of Santos': 6799,\n",
       "  'Port of Montreal': 3435,\n",
       "  'Port of Vancouver': 11591,\n",
       "  'Port of Shanghai': 12049,\n",
       "  'Port of Hamburg_Czeck': 448,\n",
       "  'Port of Alexandria': 3806,\n",
       "  'Port of Marseille': 2481,\n",
       "  'Port of Hamburg_Germany': 448,\n",
       "  'Port of Budapest': 4868,\n",
       "  'Port of Jawaharlal Nehru': 7224,\n",
       "  'Port of Tanjung Priok': 9714,\n",
       "  'Port of Bandar Abbas': 7023,\n",
       "  'Port of Umm Qasr': 7605,\n",
       "  'Port of Haifa': 3944,\n",
       "  'Port of Gioia Tauro': 2805,\n",
       "  'Port of Nagoya': 12927,\n",
       "  'Port of Aqaba': 4282,\n",
       "  'Port of Busan': 12565,\n",
       "  'Port of Shuwaikh': 7560,\n",
       "  'Port of Beirut': 3903,\n",
       "  'Port of Manzanillo': 8787,\n",
       "  'Port of Rotterdam': 282,\n",
       "  'Port of Salalah': 6081,\n",
       "  'Port of Gaza': 3399,\n",
       "  'Port of Gdansk': 1166,\n",
       "  'Port of Doha': 7267,\n",
       "  'Port of King Abdul Aziz': 7388,\n",
       "  'Port of Jeddah': 4708,\n",
       "  'Port of Bratislava': 4970,\n",
       "  'Port of Durban': 8207,\n",
       "  'Port of Algeciras': 1703,\n",
       "  'Port of Gothenburg': 714,\n",
       "  'Port of Latakia': 3830,\n",
       "  'Port of Kaohsiung': 11485,\n",
       "  'Port of Bangkok': 10269,\n",
       "  'Port of Mersin': 3804,\n",
       "  'Port of Jebel Ali': 7080,\n",
       "  'Port of Immingham': 0,\n",
       "  'Port of New York': 3968,\n",
       "  'Port of Los Angeles': 10295,\n",
       "  'Port of Hodeidah': 5247},\n",
       " 'Port of New York': {'Port of Newcastle': 9689,\n",
       "  'Port of Hedland': 12899,\n",
       "  'Port of Vienna': 6839,\n",
       "  'Port of Mina': 9168,\n",
       "  'Port of Antwerp': 3827,\n",
       "  'Port of Santos': 6148,\n",
       "  'Port of Montreal': 1729,\n",
       "  'Port of Vancouver': 7051,\n",
       "  'Port of Shanghai': 10547,\n",
       "  'Port of Hamburg_Czeck': 4195,\n",
       "  'Port of Alexandria': 5618,\n",
       "  'Port of Marseille': 4293,\n",
       "  'Port of Hamburg_Germany': 4195,\n",
       "  'Port of Budapest': 6728,\n",
       "  'Port of Jawaharlal Nehru': 9036,\n",
       "  'Port of Tanjung Priok': 11525,\n",
       "  'Port of Bandar Abbas': 8862,\n",
       "  'Port of Umm Qasr': 9417,\n",
       "  'Port of Haifa': 5756,\n",
       "  'Port of Gioia Tauro': 4617,\n",
       "  'Port of Nagoya': 9835,\n",
       "  'Port of Aqaba': 6104,\n",
       "  'Port of Busan': 10108,\n",
       "  'Port of Shuwaikh': 9392,\n",
       "  'Port of Beirut': 5715,\n",
       "  'Port of Manzanillo': 4237,\n",
       "  'Port of Rotterdam': 3918,\n",
       "  'Port of Salalah': 7930,\n",
       "  'Port of Gaza': 5196,\n",
       "  'Port of Gdansk': 4316,\n",
       "  'Port of Doha': 9392,\n",
       "  'Port of King Abdul Aziz': 9222,\n",
       "  'Port of Jeddah': 6521,\n",
       "  'Port of Bratislava': 6830,\n",
       "  'Port of Durban': 9902,\n",
       "  'Port of Algeciras': 3515,\n",
       "  'Port of Gothenburg': 3864,\n",
       "  'Port of Latakia': 5642,\n",
       "  'Port of Kaohsiung': 10972,\n",
       "  'Port of Bangkok': 12081,\n",
       "  'Port of Mersin': 5617,\n",
       "  'Port of Jebel Ali': 8918,\n",
       "  'Port of Immingham': 3968,\n",
       "  'Port of New York': 0,\n",
       "  'Port of Los Angeles': 5734,\n",
       "  'Port of Hodeidah': 7105},\n",
       " 'Port of Los Angeles': {'Port of Newcastle': 6466,\n",
       "  'Port of Hedland': 7885,\n",
       "  'Port of Vienna': 12171,\n",
       "  'Port of Mina': 14552,\n",
       "  'Port of Antwerp': 10154,\n",
       "  'Port of Santos': 8718,\n",
       "  'Port of Montreal': 7389,\n",
       "  'Port of Vancouver': 1319,\n",
       "  'Port of Shanghai': 5688,\n",
       "  'Port of Hamburg_Czeck': 10522,\n",
       "  'Port of Alexandria': 11025,\n",
       "  'Port of Marseille': 9700,\n",
       "  'Port of Hamburg_Germany': 10522,\n",
       "  'Port of Budapest': 12056,\n",
       "  'Port of Jawaharlal Nehru': 10104,\n",
       "  'Port of Tanjung Priok': 7910,\n",
       "  'Port of Bandar Abbas': 11057,\n",
       "  'Port of Umm Qasr': 11524,\n",
       "  'Port of Haifa': 11048,\n",
       "  'Port of Gioia Tauro': 10024,\n",
       "  'Port of Nagoya': 4992,\n",
       "  'Port of Aqaba': 11501,\n",
       "  'Port of Busan': 5249,\n",
       "  'Port of Shuwaikh': 11504,\n",
       "  'Port of Beirut': 11122,\n",
       "  'Port of Manzanillo': 1490,\n",
       "  'Port of Rotterdam': 10245,\n",
       "  'Port of Salalah': 11137,\n",
       "  'Port of Gaza': 9280,\n",
       "  'Port of Gdansk': 11242,\n",
       "  'Port of Doha': 11279,\n",
       "  'Port of King Abdul Aziz': 11344,\n",
       "  'Port of Jeddah': 11927,\n",
       "  'Port of Bratislava': 12158,\n",
       "  'Port of Durban': 12410,\n",
       "  'Port of Algeciras': 8922,\n",
       "  'Port of Gothenburg': 10789,\n",
       "  'Port of Latakia': 11049,\n",
       "  'Port of Kaohsiung': 6129,\n",
       "  'Port of Bangkok': 7730,\n",
       "  'Port of Mersin': 11024,\n",
       "  'Port of Jebel Ali': 11116,\n",
       "  'Port of Immingham': 10295,\n",
       "  'Port of New York': 5734,\n",
       "  'Port of Los Angeles': 0,\n",
       "  'Port of Hodeidah': 12465}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the Fiber Demand\n",
    "Fiber_demand=dict(zip(demand_points, [36310.6696,579718.6220,32245.5899,93954.0000,176965.9293,19540.5000,207820.3497,154759.8348,2154713.2850,610716.9348,2457.0000,799890.7822,987772.8956,112444.5000,3033829.6200,457500.1178,8179.5000,546.0000,94.5000,109188.5173,4790234.3290,102753.0000,3473051.2330,170338.2467,1512.0000,165228.0000,54142.8634,10.5000,0.0000,80437.4174,168850.5000,161279.7866,152355.2134,300565.9790,74707.5000,520674.1459,54983.9464,598.5000,279204.3872,1042463.4260,450887.5142,13240.5000,455326.9563,1828466.5530,1791676.4820,105.0000]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Port of Newcastle': 36310.6696,\n",
       " 'Port of Hedland': 579718.622,\n",
       " 'Port of Vienna': 32245.5899,\n",
       " 'Port of Mina': 93954.0,\n",
       " 'Port of Antwerp': 176965.9293,\n",
       " 'Port of Santos': 19540.5,\n",
       " 'Port of Montreal': 207820.3497,\n",
       " 'Port of Vancouver': 154759.8348,\n",
       " 'Port of Shanghai': 2154713.285,\n",
       " 'Port of Hamburg_Czeck': 610716.9348,\n",
       " 'Port of Alexandria': 2457.0,\n",
       " 'Port of Marseille': 799890.7822,\n",
       " 'Port of Hamburg_Germany': 987772.8956,\n",
       " 'Port of Budapest': 112444.5,\n",
       " 'Port of Jawaharlal Nehru': 3033829.62,\n",
       " 'Port of Tanjung Priok': 457500.1178,\n",
       " 'Port of Bandar Abbas': 8179.5,\n",
       " 'Port of Umm Qasr': 546.0,\n",
       " 'Port of Haifa': 94.5,\n",
       " 'Port of Gioia Tauro': 109188.5173,\n",
       " 'Port of Nagoya': 4790234.329,\n",
       " 'Port of Aqaba': 102753.0,\n",
       " 'Port of Busan': 3473051.233,\n",
       " 'Port of Shuwaikh': 170338.2467,\n",
       " 'Port of Beirut': 1512.0,\n",
       " 'Port of Manzanillo': 165228.0,\n",
       " 'Port of Rotterdam': 54142.8634,\n",
       " 'Port of Salalah': 10.5,\n",
       " 'Port of Gaza': 0.0,\n",
       " 'Port of Gdansk': 80437.4174,\n",
       " 'Port of Doha': 168850.5,\n",
       " 'Port of King Abdul Aziz': 161279.7866,\n",
       " 'Port of Jeddah': 152355.2134,\n",
       " 'Port of Bratislava': 300565.979,\n",
       " 'Port of Durban': 74707.5,\n",
       " 'Port of Algeciras': 520674.1459,\n",
       " 'Port of Gothenburg': 54983.9464,\n",
       " 'Port of Latakia': 598.5,\n",
       " 'Port of Kaohsiung': 279204.3872,\n",
       " 'Port of Bangkok': 1042463.426,\n",
       " 'Port of Mersin': 450887.5142,\n",
       " 'Port of Jebel Ali': 13240.5,\n",
       " 'Port of Immingham': 455326.9563,\n",
       " 'Port of New York': 1828466.553,\n",
       " 'Port of Los Angeles': 1791676.482,\n",
       " 'Port of Hodeidah': 105.0}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Fiber_demand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the Fiber Supply\n",
    "Fiber_supply=dict(zip(supply_points, [7891205.716800,4720787.525080,3013639.269080,1741988.017000,1532949.455000,1498109.694000,1289071.132000,1080032.570000,1010353.050000,870994.008400,627115.686000,256623.912100,178873.092100])) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Port of Shanghai': 7891205.7168,\n",
       " 'Port of Marseille': 4720787.52508,\n",
       " 'Port of Hamburg_Germany': 3013639.26908,\n",
       " 'Port of Budapest': 1741988.017,\n",
       " 'Port of Jawaharlal Nehru': 1532949.455,\n",
       " 'Port of Nagoya': 1498109.694,\n",
       " 'Port of Busan': 1289071.132,\n",
       " 'Port of Manzanillo': 1080032.57,\n",
       " 'Port of Kaohsiung': 1010353.05,\n",
       " 'Port of Mersin': 870994.0084,\n",
       " 'Port of Immingham': 627115.686,\n",
       " 'Port of New York': 256623.9121,\n",
       " 'Port of Los Angeles': 178873.0921}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Fiber_supply"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set Problem Variables\n",
    "prob = LpProblem(\"Transportation\", LpMinimize)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "None\n",
       "VARIABLES"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set Problem Variables\n",
    "routes = [(i,j) for i in supply_points for j in demand_points]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Port of Shanghai', 'Port of Newcastle'),\n",
       " ('Port of Shanghai', 'Port of Hedland'),\n",
       " ('Port of Shanghai', 'Port of Vienna'),\n",
       " ('Port of Shanghai', 'Port of Mina'),\n",
       " ('Port of Shanghai', 'Port of Antwerp'),\n",
       " ('Port of Shanghai', 'Port of Santos'),\n",
       " ('Port of Shanghai', 'Port of Montreal'),\n",
       " ('Port of Shanghai', 'Port of Vancouver'),\n",
       " ('Port of Shanghai', 'Port of Shanghai'),\n",
       " ('Port of Shanghai', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Shanghai', 'Port of Alexandria'),\n",
       " ('Port of Shanghai', 'Port of Marseille'),\n",
       " ('Port of Shanghai', 'Port of Hamburg_Germany'),\n",
       " ('Port of Shanghai', 'Port of Budapest'),\n",
       " ('Port of Shanghai', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Shanghai', 'Port of Tanjung Priok'),\n",
       " ('Port of Shanghai', 'Port of Bandar Abbas'),\n",
       " ('Port of Shanghai', 'Port of Umm Qasr'),\n",
       " ('Port of Shanghai', 'Port of Haifa'),\n",
       " ('Port of Shanghai', 'Port of Gioia Tauro'),\n",
       " ('Port of Shanghai', 'Port of Nagoya'),\n",
       " ('Port of Shanghai', 'Port of Aqaba'),\n",
       " ('Port of Shanghai', 'Port of Busan'),\n",
       " ('Port of Shanghai', 'Port of Shuwaikh'),\n",
       " ('Port of Shanghai', 'Port of Beirut'),\n",
       " ('Port of Shanghai', 'Port of Manzanillo'),\n",
       " ('Port of Shanghai', 'Port of Rotterdam'),\n",
       " ('Port of Shanghai', 'Port of Salalah'),\n",
       " ('Port of Shanghai', 'Port of Gaza'),\n",
       " ('Port of Shanghai', 'Port of Gdansk'),\n",
       " ('Port of Shanghai', 'Port of Doha'),\n",
       " ('Port of Shanghai', 'Port of King Abdul Aziz'),\n",
       " ('Port of Shanghai', 'Port of Jeddah'),\n",
       " ('Port of Shanghai', 'Port of Bratislava'),\n",
       " ('Port of Shanghai', 'Port of Durban'),\n",
       " ('Port of Shanghai', 'Port of Algeciras'),\n",
       " ('Port of Shanghai', 'Port of Gothenburg'),\n",
       " ('Port of Shanghai', 'Port of Latakia'),\n",
       " ('Port of Shanghai', 'Port of Kaohsiung'),\n",
       " ('Port of Shanghai', 'Port of Bangkok'),\n",
       " ('Port of Shanghai', 'Port of Mersin'),\n",
       " ('Port of Shanghai', 'Port of Jebel Ali'),\n",
       " ('Port of Shanghai', 'Port of Immingham'),\n",
       " ('Port of Shanghai', 'Port of New York'),\n",
       " ('Port of Shanghai', 'Port of Los Angeles'),\n",
       " ('Port of Shanghai', 'Port of Hodeidah'),\n",
       " ('Port of Marseille', 'Port of Newcastle'),\n",
       " ('Port of Marseille', 'Port of Hedland'),\n",
       " ('Port of Marseille', 'Port of Vienna'),\n",
       " ('Port of Marseille', 'Port of Mina'),\n",
       " ('Port of Marseille', 'Port of Antwerp'),\n",
       " ('Port of Marseille', 'Port of Santos'),\n",
       " ('Port of Marseille', 'Port of Montreal'),\n",
       " ('Port of Marseille', 'Port of Vancouver'),\n",
       " ('Port of Marseille', 'Port of Shanghai'),\n",
       " ('Port of Marseille', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Marseille', 'Port of Alexandria'),\n",
       " ('Port of Marseille', 'Port of Marseille'),\n",
       " ('Port of Marseille', 'Port of Hamburg_Germany'),\n",
       " ('Port of Marseille', 'Port of Budapest'),\n",
       " ('Port of Marseille', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Marseille', 'Port of Tanjung Priok'),\n",
       " ('Port of Marseille', 'Port of Bandar Abbas'),\n",
       " ('Port of Marseille', 'Port of Umm Qasr'),\n",
       " ('Port of Marseille', 'Port of Haifa'),\n",
       " ('Port of Marseille', 'Port of Gioia Tauro'),\n",
       " ('Port of Marseille', 'Port of Nagoya'),\n",
       " ('Port of Marseille', 'Port of Aqaba'),\n",
       " ('Port of Marseille', 'Port of Busan'),\n",
       " ('Port of Marseille', 'Port of Shuwaikh'),\n",
       " ('Port of Marseille', 'Port of Beirut'),\n",
       " ('Port of Marseille', 'Port of Manzanillo'),\n",
       " ('Port of Marseille', 'Port of Rotterdam'),\n",
       " ('Port of Marseille', 'Port of Salalah'),\n",
       " ('Port of Marseille', 'Port of Gaza'),\n",
       " ('Port of Marseille', 'Port of Gdansk'),\n",
       " ('Port of Marseille', 'Port of Doha'),\n",
       " ('Port of Marseille', 'Port of King Abdul Aziz'),\n",
       " ('Port of Marseille', 'Port of Jeddah'),\n",
       " ('Port of Marseille', 'Port of Bratislava'),\n",
       " ('Port of Marseille', 'Port of Durban'),\n",
       " ('Port of Marseille', 'Port of Algeciras'),\n",
       " ('Port of Marseille', 'Port of Gothenburg'),\n",
       " ('Port of Marseille', 'Port of Latakia'),\n",
       " ('Port of Marseille', 'Port of Kaohsiung'),\n",
       " ('Port of Marseille', 'Port of Bangkok'),\n",
       " ('Port of Marseille', 'Port of Mersin'),\n",
       " ('Port of Marseille', 'Port of Jebel Ali'),\n",
       " ('Port of Marseille', 'Port of Immingham'),\n",
       " ('Port of Marseille', 'Port of New York'),\n",
       " ('Port of Marseille', 'Port of Los Angeles'),\n",
       " ('Port of Marseille', 'Port of Hodeidah'),\n",
       " ('Port of Hamburg_Germany', 'Port of Newcastle'),\n",
       " ('Port of Hamburg_Germany', 'Port of Hedland'),\n",
       " ('Port of Hamburg_Germany', 'Port of Vienna'),\n",
       " ('Port of Hamburg_Germany', 'Port of Mina'),\n",
       " ('Port of Hamburg_Germany', 'Port of Antwerp'),\n",
       " ('Port of Hamburg_Germany', 'Port of Santos'),\n",
       " ('Port of Hamburg_Germany', 'Port of Montreal'),\n",
       " ('Port of Hamburg_Germany', 'Port of Vancouver'),\n",
       " ('Port of Hamburg_Germany', 'Port of Shanghai'),\n",
       " ('Port of Hamburg_Germany', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Hamburg_Germany', 'Port of Alexandria'),\n",
       " ('Port of Hamburg_Germany', 'Port of Marseille'),\n",
       " ('Port of Hamburg_Germany', 'Port of Hamburg_Germany'),\n",
       " ('Port of Hamburg_Germany', 'Port of Budapest'),\n",
       " ('Port of Hamburg_Germany', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Hamburg_Germany', 'Port of Tanjung Priok'),\n",
       " ('Port of Hamburg_Germany', 'Port of Bandar Abbas'),\n",
       " ('Port of Hamburg_Germany', 'Port of Umm Qasr'),\n",
       " ('Port of Hamburg_Germany', 'Port of Haifa'),\n",
       " ('Port of Hamburg_Germany', 'Port of Gioia Tauro'),\n",
       " ('Port of Hamburg_Germany', 'Port of Nagoya'),\n",
       " ('Port of Hamburg_Germany', 'Port of Aqaba'),\n",
       " ('Port of Hamburg_Germany', 'Port of Busan'),\n",
       " ('Port of Hamburg_Germany', 'Port of Shuwaikh'),\n",
       " ('Port of Hamburg_Germany', 'Port of Beirut'),\n",
       " ('Port of Hamburg_Germany', 'Port of Manzanillo'),\n",
       " ('Port of Hamburg_Germany', 'Port of Rotterdam'),\n",
       " ('Port of Hamburg_Germany', 'Port of Salalah'),\n",
       " ('Port of Hamburg_Germany', 'Port of Gaza'),\n",
       " ('Port of Hamburg_Germany', 'Port of Gdansk'),\n",
       " ('Port of Hamburg_Germany', 'Port of Doha'),\n",
       " ('Port of Hamburg_Germany', 'Port of King Abdul Aziz'),\n",
       " ('Port of Hamburg_Germany', 'Port of Jeddah'),\n",
       " ('Port of Hamburg_Germany', 'Port of Bratislava'),\n",
       " ('Port of Hamburg_Germany', 'Port of Durban'),\n",
       " ('Port of Hamburg_Germany', 'Port of Algeciras'),\n",
       " ('Port of Hamburg_Germany', 'Port of Gothenburg'),\n",
       " ('Port of Hamburg_Germany', 'Port of Latakia'),\n",
       " ('Port of Hamburg_Germany', 'Port of Kaohsiung'),\n",
       " ('Port of Hamburg_Germany', 'Port of Bangkok'),\n",
       " ('Port of Hamburg_Germany', 'Port of Mersin'),\n",
       " ('Port of Hamburg_Germany', 'Port of Jebel Ali'),\n",
       " ('Port of Hamburg_Germany', 'Port of Immingham'),\n",
       " ('Port of Hamburg_Germany', 'Port of New York'),\n",
       " ('Port of Hamburg_Germany', 'Port of Los Angeles'),\n",
       " ('Port of Hamburg_Germany', 'Port of Hodeidah'),\n",
       " ('Port of Budapest', 'Port of Newcastle'),\n",
       " ('Port of Budapest', 'Port of Hedland'),\n",
       " ('Port of Budapest', 'Port of Vienna'),\n",
       " ('Port of Budapest', 'Port of Mina'),\n",
       " ('Port of Budapest', 'Port of Antwerp'),\n",
       " ('Port of Budapest', 'Port of Santos'),\n",
       " ('Port of Budapest', 'Port of Montreal'),\n",
       " ('Port of Budapest', 'Port of Vancouver'),\n",
       " ('Port of Budapest', 'Port of Shanghai'),\n",
       " ('Port of Budapest', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Budapest', 'Port of Alexandria'),\n",
       " ('Port of Budapest', 'Port of Marseille'),\n",
       " ('Port of Budapest', 'Port of Hamburg_Germany'),\n",
       " ('Port of Budapest', 'Port of Budapest'),\n",
       " ('Port of Budapest', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Budapest', 'Port of Tanjung Priok'),\n",
       " ('Port of Budapest', 'Port of Bandar Abbas'),\n",
       " ('Port of Budapest', 'Port of Umm Qasr'),\n",
       " ('Port of Budapest', 'Port of Haifa'),\n",
       " ('Port of Budapest', 'Port of Gioia Tauro'),\n",
       " ('Port of Budapest', 'Port of Nagoya'),\n",
       " ('Port of Budapest', 'Port of Aqaba'),\n",
       " ('Port of Budapest', 'Port of Busan'),\n",
       " ('Port of Budapest', 'Port of Shuwaikh'),\n",
       " ('Port of Budapest', 'Port of Beirut'),\n",
       " ('Port of Budapest', 'Port of Manzanillo'),\n",
       " ('Port of Budapest', 'Port of Rotterdam'),\n",
       " ('Port of Budapest', 'Port of Salalah'),\n",
       " ('Port of Budapest', 'Port of Gaza'),\n",
       " ('Port of Budapest', 'Port of Gdansk'),\n",
       " ('Port of Budapest', 'Port of Doha'),\n",
       " ('Port of Budapest', 'Port of King Abdul Aziz'),\n",
       " ('Port of Budapest', 'Port of Jeddah'),\n",
       " ('Port of Budapest', 'Port of Bratislava'),\n",
       " ('Port of Budapest', 'Port of Durban'),\n",
       " ('Port of Budapest', 'Port of Algeciras'),\n",
       " ('Port of Budapest', 'Port of Gothenburg'),\n",
       " ('Port of Budapest', 'Port of Latakia'),\n",
       " ('Port of Budapest', 'Port of Kaohsiung'),\n",
       " ('Port of Budapest', 'Port of Bangkok'),\n",
       " ('Port of Budapest', 'Port of Mersin'),\n",
       " ('Port of Budapest', 'Port of Jebel Ali'),\n",
       " ('Port of Budapest', 'Port of Immingham'),\n",
       " ('Port of Budapest', 'Port of New York'),\n",
       " ('Port of Budapest', 'Port of Los Angeles'),\n",
       " ('Port of Budapest', 'Port of Hodeidah'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Newcastle'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Hedland'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Vienna'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Mina'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Antwerp'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Santos'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Montreal'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Vancouver'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Shanghai'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Alexandria'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Marseille'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Hamburg_Germany'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Budapest'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Tanjung Priok'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Bandar Abbas'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Umm Qasr'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Haifa'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Gioia Tauro'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Nagoya'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Aqaba'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Busan'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Shuwaikh'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Beirut'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Manzanillo'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Rotterdam'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Salalah'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Gaza'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Gdansk'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Doha'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of King Abdul Aziz'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Jeddah'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Bratislava'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Durban'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Algeciras'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Gothenburg'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Latakia'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Kaohsiung'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Bangkok'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Mersin'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Jebel Ali'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Immingham'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of New York'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Los Angeles'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Hodeidah'),\n",
       " ('Port of Nagoya', 'Port of Newcastle'),\n",
       " ('Port of Nagoya', 'Port of Hedland'),\n",
       " ('Port of Nagoya', 'Port of Vienna'),\n",
       " ('Port of Nagoya', 'Port of Mina'),\n",
       " ('Port of Nagoya', 'Port of Antwerp'),\n",
       " ('Port of Nagoya', 'Port of Santos'),\n",
       " ('Port of Nagoya', 'Port of Montreal'),\n",
       " ('Port of Nagoya', 'Port of Vancouver'),\n",
       " ('Port of Nagoya', 'Port of Shanghai'),\n",
       " ('Port of Nagoya', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Nagoya', 'Port of Alexandria'),\n",
       " ('Port of Nagoya', 'Port of Marseille'),\n",
       " ('Port of Nagoya', 'Port of Hamburg_Germany'),\n",
       " ('Port of Nagoya', 'Port of Budapest'),\n",
       " ('Port of Nagoya', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Nagoya', 'Port of Tanjung Priok'),\n",
       " ('Port of Nagoya', 'Port of Bandar Abbas'),\n",
       " ('Port of Nagoya', 'Port of Umm Qasr'),\n",
       " ('Port of Nagoya', 'Port of Haifa'),\n",
       " ('Port of Nagoya', 'Port of Gioia Tauro'),\n",
       " ('Port of Nagoya', 'Port of Nagoya'),\n",
       " ('Port of Nagoya', 'Port of Aqaba'),\n",
       " ('Port of Nagoya', 'Port of Busan'),\n",
       " ('Port of Nagoya', 'Port of Shuwaikh'),\n",
       " ('Port of Nagoya', 'Port of Beirut'),\n",
       " ('Port of Nagoya', 'Port of Manzanillo'),\n",
       " ('Port of Nagoya', 'Port of Rotterdam'),\n",
       " ('Port of Nagoya', 'Port of Salalah'),\n",
       " ('Port of Nagoya', 'Port of Gaza'),\n",
       " ('Port of Nagoya', 'Port of Gdansk'),\n",
       " ('Port of Nagoya', 'Port of Doha'),\n",
       " ('Port of Nagoya', 'Port of King Abdul Aziz'),\n",
       " ('Port of Nagoya', 'Port of Jeddah'),\n",
       " ('Port of Nagoya', 'Port of Bratislava'),\n",
       " ('Port of Nagoya', 'Port of Durban'),\n",
       " ('Port of Nagoya', 'Port of Algeciras'),\n",
       " ('Port of Nagoya', 'Port of Gothenburg'),\n",
       " ('Port of Nagoya', 'Port of Latakia'),\n",
       " ('Port of Nagoya', 'Port of Kaohsiung'),\n",
       " ('Port of Nagoya', 'Port of Bangkok'),\n",
       " ('Port of Nagoya', 'Port of Mersin'),\n",
       " ('Port of Nagoya', 'Port of Jebel Ali'),\n",
       " ('Port of Nagoya', 'Port of Immingham'),\n",
       " ('Port of Nagoya', 'Port of New York'),\n",
       " ('Port of Nagoya', 'Port of Los Angeles'),\n",
       " ('Port of Nagoya', 'Port of Hodeidah'),\n",
       " ('Port of Busan', 'Port of Newcastle'),\n",
       " ('Port of Busan', 'Port of Hedland'),\n",
       " ('Port of Busan', 'Port of Vienna'),\n",
       " ('Port of Busan', 'Port of Mina'),\n",
       " ('Port of Busan', 'Port of Antwerp'),\n",
       " ('Port of Busan', 'Port of Santos'),\n",
       " ('Port of Busan', 'Port of Montreal'),\n",
       " ('Port of Busan', 'Port of Vancouver'),\n",
       " ('Port of Busan', 'Port of Shanghai'),\n",
       " ('Port of Busan', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Busan', 'Port of Alexandria'),\n",
       " ('Port of Busan', 'Port of Marseille'),\n",
       " ('Port of Busan', 'Port of Hamburg_Germany'),\n",
       " ('Port of Busan', 'Port of Budapest'),\n",
       " ('Port of Busan', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Busan', 'Port of Tanjung Priok'),\n",
       " ('Port of Busan', 'Port of Bandar Abbas'),\n",
       " ('Port of Busan', 'Port of Umm Qasr'),\n",
       " ('Port of Busan', 'Port of Haifa'),\n",
       " ('Port of Busan', 'Port of Gioia Tauro'),\n",
       " ('Port of Busan', 'Port of Nagoya'),\n",
       " ('Port of Busan', 'Port of Aqaba'),\n",
       " ('Port of Busan', 'Port of Busan'),\n",
       " ('Port of Busan', 'Port of Shuwaikh'),\n",
       " ('Port of Busan', 'Port of Beirut'),\n",
       " ('Port of Busan', 'Port of Manzanillo'),\n",
       " ('Port of Busan', 'Port of Rotterdam'),\n",
       " ('Port of Busan', 'Port of Salalah'),\n",
       " ('Port of Busan', 'Port of Gaza'),\n",
       " ('Port of Busan', 'Port of Gdansk'),\n",
       " ('Port of Busan', 'Port of Doha'),\n",
       " ('Port of Busan', 'Port of King Abdul Aziz'),\n",
       " ('Port of Busan', 'Port of Jeddah'),\n",
       " ('Port of Busan', 'Port of Bratislava'),\n",
       " ('Port of Busan', 'Port of Durban'),\n",
       " ('Port of Busan', 'Port of Algeciras'),\n",
       " ('Port of Busan', 'Port of Gothenburg'),\n",
       " ('Port of Busan', 'Port of Latakia'),\n",
       " ('Port of Busan', 'Port of Kaohsiung'),\n",
       " ('Port of Busan', 'Port of Bangkok'),\n",
       " ('Port of Busan', 'Port of Mersin'),\n",
       " ('Port of Busan', 'Port of Jebel Ali'),\n",
       " ('Port of Busan', 'Port of Immingham'),\n",
       " ('Port of Busan', 'Port of New York'),\n",
       " ('Port of Busan', 'Port of Los Angeles'),\n",
       " ('Port of Busan', 'Port of Hodeidah'),\n",
       " ('Port of Manzanillo', 'Port of Newcastle'),\n",
       " ('Port of Manzanillo', 'Port of Hedland'),\n",
       " ('Port of Manzanillo', 'Port of Vienna'),\n",
       " ('Port of Manzanillo', 'Port of Mina'),\n",
       " ('Port of Manzanillo', 'Port of Antwerp'),\n",
       " ('Port of Manzanillo', 'Port of Santos'),\n",
       " ('Port of Manzanillo', 'Port of Montreal'),\n",
       " ('Port of Manzanillo', 'Port of Vancouver'),\n",
       " ('Port of Manzanillo', 'Port of Shanghai'),\n",
       " ('Port of Manzanillo', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Manzanillo', 'Port of Alexandria'),\n",
       " ('Port of Manzanillo', 'Port of Marseille'),\n",
       " ('Port of Manzanillo', 'Port of Hamburg_Germany'),\n",
       " ('Port of Manzanillo', 'Port of Budapest'),\n",
       " ('Port of Manzanillo', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Manzanillo', 'Port of Tanjung Priok'),\n",
       " ('Port of Manzanillo', 'Port of Bandar Abbas'),\n",
       " ('Port of Manzanillo', 'Port of Umm Qasr'),\n",
       " ('Port of Manzanillo', 'Port of Haifa'),\n",
       " ('Port of Manzanillo', 'Port of Gioia Tauro'),\n",
       " ('Port of Manzanillo', 'Port of Nagoya'),\n",
       " ('Port of Manzanillo', 'Port of Aqaba'),\n",
       " ('Port of Manzanillo', 'Port of Busan'),\n",
       " ('Port of Manzanillo', 'Port of Shuwaikh'),\n",
       " ('Port of Manzanillo', 'Port of Beirut'),\n",
       " ('Port of Manzanillo', 'Port of Manzanillo'),\n",
       " ('Port of Manzanillo', 'Port of Rotterdam'),\n",
       " ('Port of Manzanillo', 'Port of Salalah'),\n",
       " ('Port of Manzanillo', 'Port of Gaza'),\n",
       " ('Port of Manzanillo', 'Port of Gdansk'),\n",
       " ('Port of Manzanillo', 'Port of Doha'),\n",
       " ('Port of Manzanillo', 'Port of King Abdul Aziz'),\n",
       " ('Port of Manzanillo', 'Port of Jeddah'),\n",
       " ('Port of Manzanillo', 'Port of Bratislava'),\n",
       " ('Port of Manzanillo', 'Port of Durban'),\n",
       " ('Port of Manzanillo', 'Port of Algeciras'),\n",
       " ('Port of Manzanillo', 'Port of Gothenburg'),\n",
       " ('Port of Manzanillo', 'Port of Latakia'),\n",
       " ('Port of Manzanillo', 'Port of Kaohsiung'),\n",
       " ('Port of Manzanillo', 'Port of Bangkok'),\n",
       " ('Port of Manzanillo', 'Port of Mersin'),\n",
       " ('Port of Manzanillo', 'Port of Jebel Ali'),\n",
       " ('Port of Manzanillo', 'Port of Immingham'),\n",
       " ('Port of Manzanillo', 'Port of New York'),\n",
       " ('Port of Manzanillo', 'Port of Los Angeles'),\n",
       " ('Port of Manzanillo', 'Port of Hodeidah'),\n",
       " ('Port of Kaohsiung', 'Port of Newcastle'),\n",
       " ('Port of Kaohsiung', 'Port of Hedland'),\n",
       " ('Port of Kaohsiung', 'Port of Vienna'),\n",
       " ('Port of Kaohsiung', 'Port of Mina'),\n",
       " ('Port of Kaohsiung', 'Port of Antwerp'),\n",
       " ('Port of Kaohsiung', 'Port of Santos'),\n",
       " ('Port of Kaohsiung', 'Port of Montreal'),\n",
       " ('Port of Kaohsiung', 'Port of Vancouver'),\n",
       " ('Port of Kaohsiung', 'Port of Shanghai'),\n",
       " ('Port of Kaohsiung', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Kaohsiung', 'Port of Alexandria'),\n",
       " ('Port of Kaohsiung', 'Port of Marseille'),\n",
       " ('Port of Kaohsiung', 'Port of Hamburg_Germany'),\n",
       " ('Port of Kaohsiung', 'Port of Budapest'),\n",
       " ('Port of Kaohsiung', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Kaohsiung', 'Port of Tanjung Priok'),\n",
       " ('Port of Kaohsiung', 'Port of Bandar Abbas'),\n",
       " ('Port of Kaohsiung', 'Port of Umm Qasr'),\n",
       " ('Port of Kaohsiung', 'Port of Haifa'),\n",
       " ('Port of Kaohsiung', 'Port of Gioia Tauro'),\n",
       " ('Port of Kaohsiung', 'Port of Nagoya'),\n",
       " ('Port of Kaohsiung', 'Port of Aqaba'),\n",
       " ('Port of Kaohsiung', 'Port of Busan'),\n",
       " ('Port of Kaohsiung', 'Port of Shuwaikh'),\n",
       " ('Port of Kaohsiung', 'Port of Beirut'),\n",
       " ('Port of Kaohsiung', 'Port of Manzanillo'),\n",
       " ('Port of Kaohsiung', 'Port of Rotterdam'),\n",
       " ('Port of Kaohsiung', 'Port of Salalah'),\n",
       " ('Port of Kaohsiung', 'Port of Gaza'),\n",
       " ('Port of Kaohsiung', 'Port of Gdansk'),\n",
       " ('Port of Kaohsiung', 'Port of Doha'),\n",
       " ('Port of Kaohsiung', 'Port of King Abdul Aziz'),\n",
       " ('Port of Kaohsiung', 'Port of Jeddah'),\n",
       " ('Port of Kaohsiung', 'Port of Bratislava'),\n",
       " ('Port of Kaohsiung', 'Port of Durban'),\n",
       " ('Port of Kaohsiung', 'Port of Algeciras'),\n",
       " ('Port of Kaohsiung', 'Port of Gothenburg'),\n",
       " ('Port of Kaohsiung', 'Port of Latakia'),\n",
       " ('Port of Kaohsiung', 'Port of Kaohsiung'),\n",
       " ('Port of Kaohsiung', 'Port of Bangkok'),\n",
       " ('Port of Kaohsiung', 'Port of Mersin'),\n",
       " ('Port of Kaohsiung', 'Port of Jebel Ali'),\n",
       " ('Port of Kaohsiung', 'Port of Immingham'),\n",
       " ('Port of Kaohsiung', 'Port of New York'),\n",
       " ('Port of Kaohsiung', 'Port of Los Angeles'),\n",
       " ('Port of Kaohsiung', 'Port of Hodeidah'),\n",
       " ('Port of Mersin', 'Port of Newcastle'),\n",
       " ('Port of Mersin', 'Port of Hedland'),\n",
       " ('Port of Mersin', 'Port of Vienna'),\n",
       " ('Port of Mersin', 'Port of Mina'),\n",
       " ('Port of Mersin', 'Port of Antwerp'),\n",
       " ('Port of Mersin', 'Port of Santos'),\n",
       " ('Port of Mersin', 'Port of Montreal'),\n",
       " ('Port of Mersin', 'Port of Vancouver'),\n",
       " ('Port of Mersin', 'Port of Shanghai'),\n",
       " ('Port of Mersin', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Mersin', 'Port of Alexandria'),\n",
       " ('Port of Mersin', 'Port of Marseille'),\n",
       " ('Port of Mersin', 'Port of Hamburg_Germany'),\n",
       " ('Port of Mersin', 'Port of Budapest'),\n",
       " ('Port of Mersin', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Mersin', 'Port of Tanjung Priok'),\n",
       " ('Port of Mersin', 'Port of Bandar Abbas'),\n",
       " ('Port of Mersin', 'Port of Umm Qasr'),\n",
       " ('Port of Mersin', 'Port of Haifa'),\n",
       " ('Port of Mersin', 'Port of Gioia Tauro'),\n",
       " ('Port of Mersin', 'Port of Nagoya'),\n",
       " ('Port of Mersin', 'Port of Aqaba'),\n",
       " ('Port of Mersin', 'Port of Busan'),\n",
       " ('Port of Mersin', 'Port of Shuwaikh'),\n",
       " ('Port of Mersin', 'Port of Beirut'),\n",
       " ('Port of Mersin', 'Port of Manzanillo'),\n",
       " ('Port of Mersin', 'Port of Rotterdam'),\n",
       " ('Port of Mersin', 'Port of Salalah'),\n",
       " ('Port of Mersin', 'Port of Gaza'),\n",
       " ('Port of Mersin', 'Port of Gdansk'),\n",
       " ('Port of Mersin', 'Port of Doha'),\n",
       " ('Port of Mersin', 'Port of King Abdul Aziz'),\n",
       " ('Port of Mersin', 'Port of Jeddah'),\n",
       " ('Port of Mersin', 'Port of Bratislava'),\n",
       " ('Port of Mersin', 'Port of Durban'),\n",
       " ('Port of Mersin', 'Port of Algeciras'),\n",
       " ('Port of Mersin', 'Port of Gothenburg'),\n",
       " ('Port of Mersin', 'Port of Latakia'),\n",
       " ('Port of Mersin', 'Port of Kaohsiung'),\n",
       " ('Port of Mersin', 'Port of Bangkok'),\n",
       " ('Port of Mersin', 'Port of Mersin'),\n",
       " ('Port of Mersin', 'Port of Jebel Ali'),\n",
       " ('Port of Mersin', 'Port of Immingham'),\n",
       " ('Port of Mersin', 'Port of New York'),\n",
       " ('Port of Mersin', 'Port of Los Angeles'),\n",
       " ('Port of Mersin', 'Port of Hodeidah'),\n",
       " ('Port of Immingham', 'Port of Newcastle'),\n",
       " ('Port of Immingham', 'Port of Hedland'),\n",
       " ('Port of Immingham', 'Port of Vienna'),\n",
       " ('Port of Immingham', 'Port of Mina'),\n",
       " ('Port of Immingham', 'Port of Antwerp'),\n",
       " ('Port of Immingham', 'Port of Santos'),\n",
       " ('Port of Immingham', 'Port of Montreal'),\n",
       " ('Port of Immingham', 'Port of Vancouver'),\n",
       " ('Port of Immingham', 'Port of Shanghai'),\n",
       " ('Port of Immingham', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Immingham', 'Port of Alexandria'),\n",
       " ('Port of Immingham', 'Port of Marseille'),\n",
       " ('Port of Immingham', 'Port of Hamburg_Germany'),\n",
       " ('Port of Immingham', 'Port of Budapest'),\n",
       " ('Port of Immingham', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Immingham', 'Port of Tanjung Priok'),\n",
       " ('Port of Immingham', 'Port of Bandar Abbas'),\n",
       " ('Port of Immingham', 'Port of Umm Qasr'),\n",
       " ('Port of Immingham', 'Port of Haifa'),\n",
       " ('Port of Immingham', 'Port of Gioia Tauro'),\n",
       " ('Port of Immingham', 'Port of Nagoya'),\n",
       " ('Port of Immingham', 'Port of Aqaba'),\n",
       " ('Port of Immingham', 'Port of Busan'),\n",
       " ('Port of Immingham', 'Port of Shuwaikh'),\n",
       " ('Port of Immingham', 'Port of Beirut'),\n",
       " ('Port of Immingham', 'Port of Manzanillo'),\n",
       " ('Port of Immingham', 'Port of Rotterdam'),\n",
       " ('Port of Immingham', 'Port of Salalah'),\n",
       " ('Port of Immingham', 'Port of Gaza'),\n",
       " ('Port of Immingham', 'Port of Gdansk'),\n",
       " ('Port of Immingham', 'Port of Doha'),\n",
       " ('Port of Immingham', 'Port of King Abdul Aziz'),\n",
       " ('Port of Immingham', 'Port of Jeddah'),\n",
       " ('Port of Immingham', 'Port of Bratislava'),\n",
       " ('Port of Immingham', 'Port of Durban'),\n",
       " ('Port of Immingham', 'Port of Algeciras'),\n",
       " ('Port of Immingham', 'Port of Gothenburg'),\n",
       " ('Port of Immingham', 'Port of Latakia'),\n",
       " ('Port of Immingham', 'Port of Kaohsiung'),\n",
       " ('Port of Immingham', 'Port of Bangkok'),\n",
       " ('Port of Immingham', 'Port of Mersin'),\n",
       " ('Port of Immingham', 'Port of Jebel Ali'),\n",
       " ('Port of Immingham', 'Port of Immingham'),\n",
       " ('Port of Immingham', 'Port of New York'),\n",
       " ('Port of Immingham', 'Port of Los Angeles'),\n",
       " ('Port of Immingham', 'Port of Hodeidah'),\n",
       " ('Port of New York', 'Port of Newcastle'),\n",
       " ('Port of New York', 'Port of Hedland'),\n",
       " ('Port of New York', 'Port of Vienna'),\n",
       " ('Port of New York', 'Port of Mina'),\n",
       " ('Port of New York', 'Port of Antwerp'),\n",
       " ('Port of New York', 'Port of Santos'),\n",
       " ('Port of New York', 'Port of Montreal'),\n",
       " ('Port of New York', 'Port of Vancouver'),\n",
       " ('Port of New York', 'Port of Shanghai'),\n",
       " ('Port of New York', 'Port of Hamburg_Czeck'),\n",
       " ('Port of New York', 'Port of Alexandria'),\n",
       " ('Port of New York', 'Port of Marseille'),\n",
       " ('Port of New York', 'Port of Hamburg_Germany'),\n",
       " ('Port of New York', 'Port of Budapest'),\n",
       " ('Port of New York', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of New York', 'Port of Tanjung Priok'),\n",
       " ('Port of New York', 'Port of Bandar Abbas'),\n",
       " ('Port of New York', 'Port of Umm Qasr'),\n",
       " ('Port of New York', 'Port of Haifa'),\n",
       " ('Port of New York', 'Port of Gioia Tauro'),\n",
       " ('Port of New York', 'Port of Nagoya'),\n",
       " ('Port of New York', 'Port of Aqaba'),\n",
       " ('Port of New York', 'Port of Busan'),\n",
       " ('Port of New York', 'Port of Shuwaikh'),\n",
       " ('Port of New York', 'Port of Beirut'),\n",
       " ('Port of New York', 'Port of Manzanillo'),\n",
       " ('Port of New York', 'Port of Rotterdam'),\n",
       " ('Port of New York', 'Port of Salalah'),\n",
       " ('Port of New York', 'Port of Gaza'),\n",
       " ('Port of New York', 'Port of Gdansk'),\n",
       " ('Port of New York', 'Port of Doha'),\n",
       " ('Port of New York', 'Port of King Abdul Aziz'),\n",
       " ('Port of New York', 'Port of Jeddah'),\n",
       " ('Port of New York', 'Port of Bratislava'),\n",
       " ('Port of New York', 'Port of Durban'),\n",
       " ('Port of New York', 'Port of Algeciras'),\n",
       " ('Port of New York', 'Port of Gothenburg'),\n",
       " ('Port of New York', 'Port of Latakia'),\n",
       " ('Port of New York', 'Port of Kaohsiung'),\n",
       " ('Port of New York', 'Port of Bangkok'),\n",
       " ('Port of New York', 'Port of Mersin'),\n",
       " ('Port of New York', 'Port of Jebel Ali'),\n",
       " ('Port of New York', 'Port of Immingham'),\n",
       " ('Port of New York', 'Port of New York'),\n",
       " ('Port of New York', 'Port of Los Angeles'),\n",
       " ('Port of New York', 'Port of Hodeidah'),\n",
       " ('Port of Los Angeles', 'Port of Newcastle'),\n",
       " ('Port of Los Angeles', 'Port of Hedland'),\n",
       " ('Port of Los Angeles', 'Port of Vienna'),\n",
       " ('Port of Los Angeles', 'Port of Mina'),\n",
       " ('Port of Los Angeles', 'Port of Antwerp'),\n",
       " ('Port of Los Angeles', 'Port of Santos'),\n",
       " ('Port of Los Angeles', 'Port of Montreal'),\n",
       " ('Port of Los Angeles', 'Port of Vancouver'),\n",
       " ('Port of Los Angeles', 'Port of Shanghai'),\n",
       " ('Port of Los Angeles', 'Port of Hamburg_Czeck'),\n",
       " ('Port of Los Angeles', 'Port of Alexandria'),\n",
       " ('Port of Los Angeles', 'Port of Marseille'),\n",
       " ('Port of Los Angeles', 'Port of Hamburg_Germany'),\n",
       " ('Port of Los Angeles', 'Port of Budapest'),\n",
       " ('Port of Los Angeles', 'Port of Jawaharlal Nehru'),\n",
       " ('Port of Los Angeles', 'Port of Tanjung Priok'),\n",
       " ('Port of Los Angeles', 'Port of Bandar Abbas'),\n",
       " ('Port of Los Angeles', 'Port of Umm Qasr'),\n",
       " ('Port of Los Angeles', 'Port of Haifa'),\n",
       " ('Port of Los Angeles', 'Port of Gioia Tauro'),\n",
       " ('Port of Los Angeles', 'Port of Nagoya'),\n",
       " ('Port of Los Angeles', 'Port of Aqaba'),\n",
       " ('Port of Los Angeles', 'Port of Busan'),\n",
       " ('Port of Los Angeles', 'Port of Shuwaikh'),\n",
       " ('Port of Los Angeles', 'Port of Beirut'),\n",
       " ('Port of Los Angeles', 'Port of Manzanillo'),\n",
       " ('Port of Los Angeles', 'Port of Rotterdam'),\n",
       " ('Port of Los Angeles', 'Port of Salalah'),\n",
       " ('Port of Los Angeles', 'Port of Gaza'),\n",
       " ('Port of Los Angeles', 'Port of Gdansk'),\n",
       " ('Port of Los Angeles', 'Port of Doha'),\n",
       " ('Port of Los Angeles', 'Port of King Abdul Aziz'),\n",
       " ('Port of Los Angeles', 'Port of Jeddah'),\n",
       " ('Port of Los Angeles', 'Port of Bratislava'),\n",
       " ('Port of Los Angeles', 'Port of Durban'),\n",
       " ('Port of Los Angeles', 'Port of Algeciras'),\n",
       " ('Port of Los Angeles', 'Port of Gothenburg'),\n",
       " ('Port of Los Angeles', 'Port of Latakia'),\n",
       " ('Port of Los Angeles', 'Port of Kaohsiung'),\n",
       " ('Port of Los Angeles', 'Port of Bangkok'),\n",
       " ('Port of Los Angeles', 'Port of Mersin'),\n",
       " ('Port of Los Angeles', 'Port of Jebel Ali'),\n",
       " ('Port of Los Angeles', 'Port of Immingham'),\n",
       " ('Port of Los Angeles', 'Port of New York'),\n",
       " ('Port of Los Angeles', 'Port of Los Angeles'),\n",
       " ('Port of Los Angeles', 'Port of Hodeidah')]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "routes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Decision Variables\n",
    "X = LpVariable.dicts(\"ShipmentAmount\",(supply_points, demand_points),0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Port of Shanghai': {'Port of Newcastle': ShipmentAmount_Port_of_Shanghai_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Shanghai_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Shanghai_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Shanghai_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Shanghai_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Shanghai_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Shanghai_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Shanghai_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Shanghai_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Shanghai_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Shanghai_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Shanghai_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Shanghai_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Shanghai_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Shanghai_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Shanghai_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Shanghai_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Shanghai_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Shanghai_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Shanghai_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Shanghai_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Shanghai_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Shanghai_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Shanghai_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Shanghai_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Shanghai_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Shanghai_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Shanghai_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Shanghai_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Shanghai_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Shanghai_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Shanghai_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Shanghai_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Shanghai_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Shanghai_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah},\n",
       " 'Port of Marseille': {'Port of Newcastle': ShipmentAmount_Port_of_Marseille_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Marseille_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Marseille_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Marseille_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Marseille_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Marseille_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Marseille_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Marseille_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Marseille_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Marseille_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Marseille_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Marseille_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Marseille_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Marseille_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Marseille_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Marseille_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Marseille_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Marseille_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Marseille_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Marseille_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Marseille_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Marseille_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Marseille_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Marseille_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Marseille_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Marseille_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Marseille_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Marseille_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Marseille_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Marseille_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Marseille_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Marseille_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Marseille_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Marseille_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Marseille_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Marseille_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Marseille_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Marseille_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Marseille_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Marseille_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Marseille_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Marseille_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Marseille_Port_of_Hodeidah},\n",
       " 'Port of Hamburg_Germany': {'Port of Newcastle': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hodeidah},\n",
       " 'Port of Budapest': {'Port of Newcastle': ShipmentAmount_Port_of_Budapest_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Budapest_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Budapest_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Budapest_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Budapest_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Budapest_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Budapest_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Budapest_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Budapest_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Budapest_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Budapest_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Budapest_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Budapest_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Budapest_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Budapest_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Budapest_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Budapest_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Budapest_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Budapest_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Budapest_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Budapest_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Budapest_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Budapest_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Budapest_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Budapest_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Budapest_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Budapest_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Budapest_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Budapest_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Budapest_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Budapest_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Budapest_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Budapest_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Budapest_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Budapest_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Budapest_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Budapest_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Budapest_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Budapest_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Budapest_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Budapest_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Budapest_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Budapest_Port_of_Hodeidah},\n",
       " 'Port of Jawaharlal Nehru': {'Port of Newcastle': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah},\n",
       " 'Port of Nagoya': {'Port of Newcastle': ShipmentAmount_Port_of_Nagoya_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Nagoya_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Nagoya_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Nagoya_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Nagoya_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Nagoya_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Nagoya_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Nagoya_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Nagoya_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Nagoya_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Nagoya_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Nagoya_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Nagoya_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Nagoya_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Nagoya_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Nagoya_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Nagoya_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Nagoya_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Nagoya_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Nagoya_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Nagoya_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Nagoya_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Nagoya_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Nagoya_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Nagoya_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Nagoya_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Nagoya_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Nagoya_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Nagoya_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Nagoya_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Nagoya_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Nagoya_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Nagoya_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Nagoya_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Nagoya_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Nagoya_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Nagoya_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Nagoya_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Nagoya_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Nagoya_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Nagoya_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Nagoya_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Nagoya_Port_of_Hodeidah},\n",
       " 'Port of Busan': {'Port of Newcastle': ShipmentAmount_Port_of_Busan_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Busan_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Busan_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Busan_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Busan_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Busan_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Busan_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Busan_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Busan_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Busan_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Busan_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Busan_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Busan_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Busan_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Busan_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Busan_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Busan_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Busan_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Busan_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Busan_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Busan_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Busan_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Busan_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Busan_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Busan_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Busan_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Busan_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Busan_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Busan_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Busan_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Busan_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Busan_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Busan_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Busan_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Busan_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Busan_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Busan_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Busan_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Busan_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Busan_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Busan_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Busan_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Busan_Port_of_Hodeidah},\n",
       " 'Port of Manzanillo': {'Port of Newcastle': ShipmentAmount_Port_of_Manzanillo_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Manzanillo_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Manzanillo_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Manzanillo_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Manzanillo_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Manzanillo_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Manzanillo_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Manzanillo_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Manzanillo_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Manzanillo_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Manzanillo_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Manzanillo_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Manzanillo_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Manzanillo_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Manzanillo_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Manzanillo_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Manzanillo_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Manzanillo_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Manzanillo_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Manzanillo_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Manzanillo_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Manzanillo_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Manzanillo_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Manzanillo_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Manzanillo_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Manzanillo_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Manzanillo_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Manzanillo_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Manzanillo_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah},\n",
       " 'Port of Kaohsiung': {'Port of Newcastle': ShipmentAmount_Port_of_Kaohsiung_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Kaohsiung_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Kaohsiung_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Kaohsiung_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Kaohsiung_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Kaohsiung_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Kaohsiung_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Kaohsiung_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Kaohsiung_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Kaohsiung_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Kaohsiung_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Kaohsiung_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Kaohsiung_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Kaohsiung_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Kaohsiung_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Kaohsiung_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Kaohsiung_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Kaohsiung_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Kaohsiung_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Kaohsiung_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Kaohsiung_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Kaohsiung_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Kaohsiung_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Kaohsiung_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Kaohsiung_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Kaohsiung_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Kaohsiung_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Kaohsiung_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Kaohsiung_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Kaohsiung_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Kaohsiung_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Kaohsiung_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Kaohsiung_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Kaohsiung_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Kaohsiung_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Kaohsiung_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Kaohsiung_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Kaohsiung_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Kaohsiung_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Kaohsiung_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Kaohsiung_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Kaohsiung_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Kaohsiung_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Kaohsiung_Port_of_Hodeidah},\n",
       " 'Port of Mersin': {'Port of Newcastle': ShipmentAmount_Port_of_Mersin_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Mersin_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Mersin_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Mersin_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Mersin_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Mersin_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Mersin_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Mersin_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Mersin_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Mersin_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Mersin_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Mersin_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Mersin_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Mersin_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Mersin_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Mersin_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Mersin_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Mersin_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Mersin_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Mersin_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Mersin_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Mersin_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Mersin_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Mersin_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Mersin_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Mersin_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Mersin_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Mersin_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Mersin_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Mersin_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Mersin_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Mersin_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Mersin_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Mersin_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Mersin_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Mersin_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Mersin_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Mersin_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Mersin_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Mersin_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Mersin_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Mersin_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Mersin_Port_of_Hodeidah},\n",
       " 'Port of Immingham': {'Port of Newcastle': ShipmentAmount_Port_of_Immingham_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Immingham_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Immingham_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Immingham_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Immingham_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Immingham_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Immingham_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Immingham_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Immingham_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Immingham_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Immingham_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Immingham_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Immingham_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Immingham_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Immingham_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Immingham_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Immingham_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Immingham_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Immingham_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Immingham_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Immingham_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Immingham_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Immingham_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Immingham_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Immingham_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Immingham_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Immingham_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Immingham_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Immingham_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Immingham_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Immingham_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Immingham_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Immingham_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Immingham_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Immingham_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Immingham_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Immingham_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Immingham_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Immingham_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Immingham_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Immingham_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Immingham_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Immingham_Port_of_Hodeidah},\n",
       " 'Port of New York': {'Port of Newcastle': ShipmentAmount_Port_of_New_York_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_New_York_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_New_York_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_New_York_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_New_York_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_New_York_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_New_York_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_New_York_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_New_York_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_New_York_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_New_York_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_New_York_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_New_York_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_New_York_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_New_York_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_New_York_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_New_York_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_New_York_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_New_York_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_New_York_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_New_York_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_New_York_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_New_York_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_New_York_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_New_York_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_New_York_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_New_York_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_New_York_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_New_York_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_New_York_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_New_York_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_New_York_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_New_York_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_New_York_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_New_York_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_New_York_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_New_York_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_New_York_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_New_York_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_New_York_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_New_York_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_New_York_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_New_York_Port_of_Hodeidah},\n",
       " 'Port of Los Angeles': {'Port of Newcastle': ShipmentAmount_Port_of_Los_Angeles_Port_of_Newcastle,\n",
       "  'Port of Hedland': ShipmentAmount_Port_of_Los_Angeles_Port_of_Hedland,\n",
       "  'Port of Vienna': ShipmentAmount_Port_of_Los_Angeles_Port_of_Vienna,\n",
       "  'Port of Mina': ShipmentAmount_Port_of_Los_Angeles_Port_of_Mina,\n",
       "  'Port of Antwerp': ShipmentAmount_Port_of_Los_Angeles_Port_of_Antwerp,\n",
       "  'Port of Santos': ShipmentAmount_Port_of_Los_Angeles_Port_of_Santos,\n",
       "  'Port of Montreal': ShipmentAmount_Port_of_Los_Angeles_Port_of_Montreal,\n",
       "  'Port of Vancouver': ShipmentAmount_Port_of_Los_Angeles_Port_of_Vancouver,\n",
       "  'Port of Shanghai': ShipmentAmount_Port_of_Los_Angeles_Port_of_Shanghai,\n",
       "  'Port of Hamburg_Czeck': ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Czeck,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Los_Angeles_Port_of_Alexandria,\n",
       "  'Port of Marseille': ShipmentAmount_Port_of_Los_Angeles_Port_of_Marseille,\n",
       "  'Port of Hamburg_Germany': ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Germany,\n",
       "  'Port of Budapest': ShipmentAmount_Port_of_Los_Angeles_Port_of_Budapest,\n",
       "  'Port of Jawaharlal Nehru': ShipmentAmount_Port_of_Los_Angeles_Port_of_Jawaharlal_Nehru,\n",
       "  'Port of Tanjung Priok': ShipmentAmount_Port_of_Los_Angeles_Port_of_Tanjung_Priok,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Los_Angeles_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Los_Angeles_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Los_Angeles_Port_of_Haifa,\n",
       "  'Port of Gioia Tauro': ShipmentAmount_Port_of_Los_Angeles_Port_of_Gioia_Tauro,\n",
       "  'Port of Nagoya': ShipmentAmount_Port_of_Los_Angeles_Port_of_Nagoya,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Los_Angeles_Port_of_Aqaba,\n",
       "  'Port of Busan': ShipmentAmount_Port_of_Los_Angeles_Port_of_Busan,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Los_Angeles_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Los_Angeles_Port_of_Beirut,\n",
       "  'Port of Manzanillo': ShipmentAmount_Port_of_Los_Angeles_Port_of_Manzanillo,\n",
       "  'Port of Rotterdam': ShipmentAmount_Port_of_Los_Angeles_Port_of_Rotterdam,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Los_Angeles_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Los_Angeles_Port_of_Gaza,\n",
       "  'Port of Gdansk': ShipmentAmount_Port_of_Los_Angeles_Port_of_Gdansk,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Los_Angeles_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Los_Angeles_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Los_Angeles_Port_of_Jeddah,\n",
       "  'Port of Bratislava': ShipmentAmount_Port_of_Los_Angeles_Port_of_Bratislava,\n",
       "  'Port of Durban': ShipmentAmount_Port_of_Los_Angeles_Port_of_Durban,\n",
       "  'Port of Algeciras': ShipmentAmount_Port_of_Los_Angeles_Port_of_Algeciras,\n",
       "  'Port of Gothenburg': ShipmentAmount_Port_of_Los_Angeles_Port_of_Gothenburg,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Los_Angeles_Port_of_Latakia,\n",
       "  'Port of Kaohsiung': ShipmentAmount_Port_of_Los_Angeles_Port_of_Kaohsiung,\n",
       "  'Port of Bangkok': ShipmentAmount_Port_of_Los_Angeles_Port_of_Bangkok,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali,\n",
       "  'Port of Immingham': ShipmentAmount_Port_of_Los_Angeles_Port_of_Immingham,\n",
       "  'Port of New York': ShipmentAmount_Port_of_Los_Angeles_Port_of_New_York,\n",
       "  'Port of Los Angeles': ShipmentAmount_Port_of_Los_Angeles_Port_of_Los_Angeles,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Los_Angeles_Port_of_Hodeidah}}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Objective Function\n",
    "prob += sum(X[i][j]*distance[i][j] for (i,j) in routes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "2047*ShipmentAmount_Port_of_Budapest_Port_of_Alexandria + 3165*ShipmentAmount_Port_of_Budapest_Port_of_Algeciras + 4726*ShipmentAmount_Port_of_Budapest_Port_of_Antwerp + 2563*ShipmentAmount_Port_of_Budapest_Port_of_Aqaba + 5304*ShipmentAmount_Port_of_Budapest_Port_of_Bandar_Abbas + 8550*ShipmentAmount_Port_of_Budapest_Port_of_Bangkok + 2148*ShipmentAmount_Port_of_Budapest_Port_of_Beirut + 102*ShipmentAmount_Port_of_Budapest_Port_of_Bratislava + 10846*ShipmentAmount_Port_of_Budapest_Port_of_Busan + 5547*ShipmentAmount_Port_of_Budapest_Port_of_Doha + 7312*ShipmentAmount_Port_of_Budapest_Port_of_Durban + 1992*ShipmentAmount_Port_of_Budapest_Port_of_Gaza + 5812*ShipmentAmount_Port_of_Budapest_Port_of_Gdansk + 2154*ShipmentAmount_Port_of_Budapest_Port_of_Gioia_Tauro + 5360*ShipmentAmount_Port_of_Budapest_Port_of_Gothenburg + 2192*ShipmentAmount_Port_of_Budapest_Port_of_Haifa + 5095*ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Czeck + 5095*ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Germany + 9368*ShipmentAmount_Port_of_Budapest_Port_of_Hedland + 3528*ShipmentAmount_Port_of_Budapest_Port_of_Hodeidah + 4868*ShipmentAmount_Port_of_Budapest_Port_of_Immingham + 5505*ShipmentAmount_Port_of_Budapest_Port_of_Jawaharlal_Nehru + 5360*ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali + 2989*ShipmentAmount_Port_of_Budapest_Port_of_Jeddah + 9766*ShipmentAmount_Port_of_Budapest_Port_of_Kaohsiung + 5669*ShipmentAmount_Port_of_Budapest_Port_of_King_Abdul_Aziz + 2052*ShipmentAmount_Port_of_Budapest_Port_of_Latakia + 12056*ShipmentAmount_Port_of_Budapest_Port_of_Los_Angeles + 10565*ShipmentAmount_Port_of_Budapest_Port_of_Manzanillo + 2868*ShipmentAmount_Port_of_Budapest_Port_of_Marseille + 2028*ShipmentAmount_Port_of_Budapest_Port_of_Mersin + 5615*ShipmentAmount_Port_of_Budapest_Port_of_Mina + 7258*ShipmentAmount_Port_of_Budapest_Port_of_Montreal + 11208*ShipmentAmount_Port_of_Budapest_Port_of_Nagoya + 6728*ShipmentAmount_Port_of_Budapest_Port_of_New_York + 11879*ShipmentAmount_Port_of_Budapest_Port_of_Newcastle + 4817*ShipmentAmount_Port_of_Budapest_Port_of_Rotterdam + 4362*ShipmentAmount_Port_of_Budapest_Port_of_Salalah + 8591*ShipmentAmount_Port_of_Budapest_Port_of_Santos + 10330*ShipmentAmount_Port_of_Budapest_Port_of_Shanghai + 5841*ShipmentAmount_Port_of_Budapest_Port_of_Shuwaikh + 7995*ShipmentAmount_Port_of_Budapest_Port_of_Tanjung_Priok + 5886*ShipmentAmount_Port_of_Budapest_Port_of_Umm_Qasr + 13383*ShipmentAmount_Port_of_Budapest_Port_of_Vancouver + 103*ShipmentAmount_Port_of_Budapest_Port_of_Vienna + 8882*ShipmentAmount_Port_of_Busan_Port_of_Alexandria + 10863*ShipmentAmount_Port_of_Busan_Port_of_Algeciras + 12424*ShipmentAmount_Port_of_Busan_Port_of_Antwerp + 8428*ShipmentAmount_Port_of_Busan_Port_of_Aqaba + 7074*ShipmentAmount_Port_of_Busan_Port_of_Bandar_Abbas + 3388*ShipmentAmount_Port_of_Busan_Port_of_Bangkok + 8901*ShipmentAmount_Port_of_Busan_Port_of_Beirut + 10949*ShipmentAmount_Port_of_Busan_Port_of_Bratislava + 10846*ShipmentAmount_Port_of_Busan_Port_of_Budapest + 7330*ShipmentAmount_Port_of_Busan_Port_of_Doha + 8939*ShipmentAmount_Port_of_Busan_Port_of_Durban + 8020*ShipmentAmount_Port_of_Busan_Port_of_Gaza + 13509*ShipmentAmount_Port_of_Busan_Port_of_Gdansk + 9852*ShipmentAmount_Port_of_Busan_Port_of_Gioia_Tauro + 13056*ShipmentAmount_Port_of_Busan_Port_of_Gothenburg + 8852*ShipmentAmount_Port_of_Busan_Port_of_Haifa + 12793*ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Czeck + 12793*ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Germany + 3770*ShipmentAmount_Port_of_Busan_Port_of_Hedland + 7318*ShipmentAmount_Port_of_Busan_Port_of_Hodeidah + 12565*ShipmentAmount_Port_of_Busan_Port_of_Immingham + 5810*ShipmentAmount_Port_of_Busan_Port_of_Jawaharlal_Nehru + 7143*ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali + 7857*ShipmentAmount_Port_of_Busan_Port_of_Jeddah + 1137*ShipmentAmount_Port_of_Busan_Port_of_Kaohsiung + 7438*ShipmentAmount_Port_of_Busan_Port_of_King_Abdul_Aziz + 9066*ShipmentAmount_Port_of_Busan_Port_of_Latakia + 5249*ShipmentAmount_Port_of_Busan_Port_of_Los_Angeles + 6404*ShipmentAmount_Port_of_Busan_Port_of_Manzanillo + 10566*ShipmentAmount_Port_of_Busan_Port_of_Marseille + 9062*ShipmentAmount_Port_of_Busan_Port_of_Mersin + 7398*ShipmentAmount_Port_of_Busan_Port_of_Mina + 11234*ShipmentAmount_Port_of_Busan_Port_of_Montreal + 612*ShipmentAmount_Port_of_Busan_Port_of_Nagoya + 10108*ShipmentAmount_Port_of_Busan_Port_of_New_York + 5141*ShipmentAmount_Port_of_Busan_Port_of_Newcastle + 12515*ShipmentAmount_Port_of_Busan_Port_of_Rotterdam + 6786*ShipmentAmount_Port_of_Busan_Port_of_Salalah + 13783*ShipmentAmount_Port_of_Busan_Port_of_Santos + 535*ShipmentAmount_Port_of_Busan_Port_of_Shanghai + 7611*ShipmentAmount_Port_of_Busan_Port_of_Shuwaikh + 3426*ShipmentAmount_Port_of_Busan_Port_of_Tanjung_Priok + 7655*ShipmentAmount_Port_of_Busan_Port_of_Umm_Qasr + 4517*ShipmentAmount_Port_of_Busan_Port_of_Vancouver + 10960*ShipmentAmount_Port_of_Busan_Port_of_Vienna + 4034*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Alexandria + 1929*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Algeciras + 426*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Antwerp + 4509*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Aqaba + 7250*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bandar_Abbas + 10496*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bangkok + 4130*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Beirut + 5197*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bratislava + 5095*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Budapest + 12793*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Busan + 7493*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Doha + 8433*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Durban + 3973*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gaza + 870*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gdansk + 3032*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gioia_Tauro + 417*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gothenburg + 4173*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Haifa + 11314*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hedland + 5475*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hodeidah + 448*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Immingham + 7451*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jawaharlal_Nehru + 7306*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali + 4935*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jeddah + 11711*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Kaohsiung + 7615*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_King_Abdul_Aziz + 4057*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Latakia + 10522*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Los_Angeles + 9031*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Manzanillo + 2708*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Marseille + 4032*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin + 7561*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mina + 3669*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Montreal + 13155*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Nagoya + 4195*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_New_York + 13825*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Newcastle + 341*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Rotterdam + 6307*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Salalah + 7026*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Santos + 12277*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shanghai + 7788*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shuwaikh + 9842*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Tanjung_Priok + 7832*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Umm_Qasr + 11819*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vancouver + 5209*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vienna + 3806*ShipmentAmount_Port_of_Immingham_Port_of_Alexandria + 1703*ShipmentAmount_Port_of_Immingham_Port_of_Algeciras + 313*ShipmentAmount_Port_of_Immingham_Port_of_Antwerp + 4282*ShipmentAmount_Port_of_Immingham_Port_of_Aqaba + 7023*ShipmentAmount_Port_of_Immingham_Port_of_Bandar_Abbas + 10269*ShipmentAmount_Port_of_Immingham_Port_of_Bangkok + 3903*ShipmentAmount_Port_of_Immingham_Port_of_Beirut + 4970*ShipmentAmount_Port_of_Immingham_Port_of_Bratislava + 4868*ShipmentAmount_Port_of_Immingham_Port_of_Budapest + 12565*ShipmentAmount_Port_of_Immingham_Port_of_Busan + 7267*ShipmentAmount_Port_of_Immingham_Port_of_Doha + 8207*ShipmentAmount_Port_of_Immingham_Port_of_Durban + 3399*ShipmentAmount_Port_of_Immingham_Port_of_Gaza + 1166*ShipmentAmount_Port_of_Immingham_Port_of_Gdansk + 2805*ShipmentAmount_Port_of_Immingham_Port_of_Gioia_Tauro + 714*ShipmentAmount_Port_of_Immingham_Port_of_Gothenburg + 3944*ShipmentAmount_Port_of_Immingham_Port_of_Haifa + 448*ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Czeck + 448*ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Germany + 11088*ShipmentAmount_Port_of_Immingham_Port_of_Hedland + 5247*ShipmentAmount_Port_of_Immingham_Port_of_Hodeidah + 7224*ShipmentAmount_Port_of_Immingham_Port_of_Jawaharlal_Nehru + 7080*ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali + 4708*ShipmentAmount_Port_of_Immingham_Port_of_Jeddah + 11485*ShipmentAmount_Port_of_Immingham_Port_of_Kaohsiung + 7388*ShipmentAmount_Port_of_Immingham_Port_of_King_Abdul_Aziz + 3830*ShipmentAmount_Port_of_Immingham_Port_of_Latakia + 10295*ShipmentAmount_Port_of_Immingham_Port_of_Los_Angeles + 8787*ShipmentAmount_Port_of_Immingham_Port_of_Manzanillo + 2481*ShipmentAmount_Port_of_Immingham_Port_of_Marseille + 3804*ShipmentAmount_Port_of_Immingham_Port_of_Mersin + 7334*ShipmentAmount_Port_of_Immingham_Port_of_Mina + 3435*ShipmentAmount_Port_of_Immingham_Port_of_Montreal + 12927*ShipmentAmount_Port_of_Immingham_Port_of_Nagoya + 3968*ShipmentAmount_Port_of_Immingham_Port_of_New_York + 13598*ShipmentAmount_Port_of_Immingham_Port_of_Newcastle + 282*ShipmentAmount_Port_of_Immingham_Port_of_Rotterdam + 6081*ShipmentAmount_Port_of_Immingham_Port_of_Salalah + 6799*ShipmentAmount_Port_of_Immingham_Port_of_Santos + 12049*ShipmentAmount_Port_of_Immingham_Port_of_Shanghai + 7560*ShipmentAmount_Port_of_Immingham_Port_of_Shuwaikh + 9714*ShipmentAmount_Port_of_Immingham_Port_of_Tanjung_Priok + 7605*ShipmentAmount_Port_of_Immingham_Port_of_Umm_Qasr + 11591*ShipmentAmount_Port_of_Immingham_Port_of_Vancouver + 4982*ShipmentAmount_Port_of_Immingham_Port_of_Vienna + 3540*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria + 5521*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Algeciras + 7082*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Antwerp + 3086*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba + 1265*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas + 3513*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bangkok + 3560*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut + 5607*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bratislava + 5505*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Budapest + 5810*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Busan + 1522*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha + 4714*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Durban + 3243*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza + 8167*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gdansk + 4510*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gioia_Tauro + 7715*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gothenburg + 3510*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa + 7451*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Czeck + 7451*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Germany + 4445*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hedland + 1977*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah + 7224*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Immingham + 1335*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali + 2515*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah + 4727*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Kaohsiung + 1630*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz + 3725*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia + 10104*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Los_Angeles + 12946*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Manzanillo + 5224*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Marseille + 3720*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin + 1589*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mina + 9614*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Montreal + 6171*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Nagoya + 9036*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_New_York + 6956*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Newcastle + 7173*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Rotterdam + 1143*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah + 9552*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Santos + 5293*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shanghai + 1802*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh + 3071*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Tanjung_Priok + 1847*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr + 9428*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vancouver + 5619*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vienna + 7800*ShipmentAmount_Port_of_Kaohsiung_Port_of_Alexandria + 9782*ShipmentAmount_Port_of_Kaohsiung_Port_of_Algeciras + 11343*ShipmentAmount_Port_of_Kaohsiung_Port_of_Antwerp + 7346*ShipmentAmount_Port_of_Kaohsiung_Port_of_Aqaba + 5991*ShipmentAmount_Port_of_Kaohsiung_Port_of_Bandar_Abbas + 2307*ShipmentAmount_Port_of_Kaohsiung_Port_of_Bangkok + 7819*ShipmentAmount_Port_of_Kaohsiung_Port_of_Beirut + 9868*ShipmentAmount_Port_of_Kaohsiung_Port_of_Bratislava + 9766*ShipmentAmount_Port_of_Kaohsiung_Port_of_Budapest + 1137*ShipmentAmount_Port_of_Kaohsiung_Port_of_Busan + 6248*ShipmentAmount_Port_of_Kaohsiung_Port_of_Doha + 7930*ShipmentAmount_Port_of_Kaohsiung_Port_of_Durban + 7144*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gaza + 12430*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gdansk + 8771*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gioia_Tauro + 11978*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gothenburg + 7770*ShipmentAmount_Port_of_Kaohsiung_Port_of_Haifa + 11711*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Czeck + 11711*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Germany + 3258*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hedland + 6236*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hodeidah + 11485*ShipmentAmount_Port_of_Kaohsiung_Port_of_Immingham + 4727*ShipmentAmount_Port_of_Kaohsiung_Port_of_Jawaharlal_Nehru + 6063*ShipmentAmount_Port_of_Kaohsiung_Port_of_Jebel_Ali + 6775*ShipmentAmount_Port_of_Kaohsiung_Port_of_Jeddah + 6356*ShipmentAmount_Port_of_Kaohsiung_Port_of_King_Abdul_Aziz + 7986*ShipmentAmount_Port_of_Kaohsiung_Port_of_Latakia + 6129*ShipmentAmount_Port_of_Kaohsiung_Port_of_Los_Angeles + 7268*ShipmentAmount_Port_of_Kaohsiung_Port_of_Manzanillo + 9485*ShipmentAmount_Port_of_Kaohsiung_Port_of_Marseille + 7981*ShipmentAmount_Port_of_Kaohsiung_Port_of_Mersin + 6316*ShipmentAmount_Port_of_Kaohsiung_Port_of_Mina + 13875*ShipmentAmount_Port_of_Kaohsiung_Port_of_Montreal + 1498*ShipmentAmount_Port_of_Kaohsiung_Port_of_Nagoya + 10972*ShipmentAmount_Port_of_Kaohsiung_Port_of_New_York + 4693*ShipmentAmount_Port_of_Kaohsiung_Port_of_Newcastle + 11434*ShipmentAmount_Port_of_Kaohsiung_Port_of_Rotterdam + 5704*ShipmentAmount_Port_of_Kaohsiung_Port_of_Salalah + 12691*ShipmentAmount_Port_of_Kaohsiung_Port_of_Santos + 597*ShipmentAmount_Port_of_Kaohsiung_Port_of_Shanghai + 6528*ShipmentAmount_Port_of_Kaohsiung_Port_of_Shuwaikh + 2343*ShipmentAmount_Port_of_Kaohsiung_Port_of_Tanjung_Priok + 6573*ShipmentAmount_Port_of_Kaohsiung_Port_of_Umm_Qasr + 5419*ShipmentAmount_Port_of_Kaohsiung_Port_of_Vancouver + 9880*ShipmentAmount_Port_of_Kaohsiung_Port_of_Vienna + 11025*ShipmentAmount_Port_of_Los_Angeles_Port_of_Alexandria + 8922*ShipmentAmount_Port_of_Los_Angeles_Port_of_Algeciras + 10154*ShipmentAmount_Port_of_Los_Angeles_Port_of_Antwerp + 11501*ShipmentAmount_Port_of_Los_Angeles_Port_of_Aqaba + 11057*ShipmentAmount_Port_of_Los_Angeles_Port_of_Bandar_Abbas + 7730*ShipmentAmount_Port_of_Los_Angeles_Port_of_Bangkok + 11122*ShipmentAmount_Port_of_Los_Angeles_Port_of_Beirut + 12158*ShipmentAmount_Port_of_Los_Angeles_Port_of_Bratislava + 12056*ShipmentAmount_Port_of_Los_Angeles_Port_of_Budapest + 5249*ShipmentAmount_Port_of_Los_Angeles_Port_of_Busan + 11279*ShipmentAmount_Port_of_Los_Angeles_Port_of_Doha + 12410*ShipmentAmount_Port_of_Los_Angeles_Port_of_Durban + 9280*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gaza + 11242*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gdansk + 10024*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gioia_Tauro + 10789*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gothenburg + 11048*ShipmentAmount_Port_of_Los_Angeles_Port_of_Haifa + 10522*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Czeck + 10522*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Germany + 7885*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hedland + 12465*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hodeidah + 10295*ShipmentAmount_Port_of_Los_Angeles_Port_of_Immingham + 10104*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jawaharlal_Nehru + 11116*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali + 11927*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jeddah + 6129*ShipmentAmount_Port_of_Los_Angeles_Port_of_Kaohsiung + 11344*ShipmentAmount_Port_of_Los_Angeles_Port_of_King_Abdul_Aziz + 11049*ShipmentAmount_Port_of_Los_Angeles_Port_of_Latakia + 1490*ShipmentAmount_Port_of_Los_Angeles_Port_of_Manzanillo + 9700*ShipmentAmount_Port_of_Los_Angeles_Port_of_Marseille + 11024*ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin + 14552*ShipmentAmount_Port_of_Los_Angeles_Port_of_Mina + 7389*ShipmentAmount_Port_of_Los_Angeles_Port_of_Montreal + 4992*ShipmentAmount_Port_of_Los_Angeles_Port_of_Nagoya + 5734*ShipmentAmount_Port_of_Los_Angeles_Port_of_New_York + 6466*ShipmentAmount_Port_of_Los_Angeles_Port_of_Newcastle + 10245*ShipmentAmount_Port_of_Los_Angeles_Port_of_Rotterdam + 11137*ShipmentAmount_Port_of_Los_Angeles_Port_of_Salalah + 8718*ShipmentAmount_Port_of_Los_Angeles_Port_of_Santos + 5688*ShipmentAmount_Port_of_Los_Angeles_Port_of_Shanghai + 11504*ShipmentAmount_Port_of_Los_Angeles_Port_of_Shuwaikh + 7910*ShipmentAmount_Port_of_Los_Angeles_Port_of_Tanjung_Priok + 11524*ShipmentAmount_Port_of_Los_Angeles_Port_of_Umm_Qasr + 1319*ShipmentAmount_Port_of_Los_Angeles_Port_of_Vancouver + 12171*ShipmentAmount_Port_of_Los_Angeles_Port_of_Vienna + 9534*ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria + 7413*ShipmentAmount_Port_of_Manzanillo_Port_of_Algeciras + 8663*ShipmentAmount_Port_of_Manzanillo_Port_of_Antwerp + 10011*ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba + 12745*ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas + 8865*ShipmentAmount_Port_of_Manzanillo_Port_of_Bangkok + 9631*ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut + 10681*ShipmentAmount_Port_of_Manzanillo_Port_of_Bratislava + 10565*ShipmentAmount_Port_of_Manzanillo_Port_of_Budapest + 6404*ShipmentAmount_Port_of_Manzanillo_Port_of_Busan + 12977*ShipmentAmount_Port_of_Manzanillo_Port_of_Doha + 10919*ShipmentAmount_Port_of_Manzanillo_Port_of_Durban + 8088*ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza + 9730*ShipmentAmount_Port_of_Manzanillo_Port_of_Gdansk + 8533*ShipmentAmount_Port_of_Manzanillo_Port_of_Gioia_Tauro + 9277*ShipmentAmount_Port_of_Manzanillo_Port_of_Gothenburg + 9673*ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa + 9031*ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Czeck + 9031*ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Germany + 8542*ShipmentAmount_Port_of_Manzanillo_Port_of_Hedland + 10974*ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah + 8787*ShipmentAmount_Port_of_Manzanillo_Port_of_Immingham + 12946*ShipmentAmount_Port_of_Manzanillo_Port_of_Jawaharlal_Nehru + 12790*ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali + 10419*ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah + 7268*ShipmentAmount_Port_of_Manzanillo_Port_of_Kaohsiung + 13099*ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz + 9541*ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia + 1490*ShipmentAmount_Port_of_Manzanillo_Port_of_Los_Angeles + 8209*ShipmentAmount_Port_of_Manzanillo_Port_of_Marseille + 9516*ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin + 13061*ShipmentAmount_Port_of_Manzanillo_Port_of_Mina + 5899*ShipmentAmount_Port_of_Manzanillo_Port_of_Montreal + 6131*ShipmentAmount_Port_of_Manzanillo_Port_of_Nagoya + 4237*ShipmentAmount_Port_of_Manzanillo_Port_of_New_York + 6715*ShipmentAmount_Port_of_Manzanillo_Port_of_Newcastle + 8736*ShipmentAmount_Port_of_Manzanillo_Port_of_Rotterdam + 11791*ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah + 7223*ShipmentAmount_Port_of_Manzanillo_Port_of_Santos + 6843*ShipmentAmount_Port_of_Manzanillo_Port_of_Shanghai + 13286*ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh + 8920*ShipmentAmount_Port_of_Manzanillo_Port_of_Tanjung_Priok + 13332*ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr + 2814*ShipmentAmount_Port_of_Manzanillo_Port_of_Vancouver + 10679*ShipmentAmount_Port_of_Manzanillo_Port_of_Vienna + 1805*ShipmentAmount_Port_of_Marseille_Port_of_Alexandria + 778*ShipmentAmount_Port_of_Marseille_Port_of_Algeciras + 2339*ShipmentAmount_Port_of_Marseille_Port_of_Antwerp + 2282*ShipmentAmount_Port_of_Marseille_Port_of_Aqaba + 5024*ShipmentAmount_Port_of_Marseille_Port_of_Bandar_Abbas + 8270*ShipmentAmount_Port_of_Marseille_Port_of_Bangkok + 1900*ShipmentAmount_Port_of_Marseille_Port_of_Beirut + 2971*ShipmentAmount_Port_of_Marseille_Port_of_Bratislava + 2868*ShipmentAmount_Port_of_Marseille_Port_of_Budapest + 10566*ShipmentAmount_Port_of_Marseille_Port_of_Busan + 5267*ShipmentAmount_Port_of_Marseille_Port_of_Doha + 7032*ShipmentAmount_Port_of_Marseille_Port_of_Durban + 1631*ShipmentAmount_Port_of_Marseille_Port_of_Gaza + 3425*ShipmentAmount_Port_of_Marseille_Port_of_Gdansk + 730*ShipmentAmount_Port_of_Marseille_Port_of_Gioia_Tauro + 2971*ShipmentAmount_Port_of_Marseille_Port_of_Gothenburg + 1946*ShipmentAmount_Port_of_Marseille_Port_of_Haifa + 2708*ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Czeck + 2708*ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Germany + 9088*ShipmentAmount_Port_of_Marseille_Port_of_Hedland + 3245*ShipmentAmount_Port_of_Marseille_Port_of_Hodeidah + 2481*ShipmentAmount_Port_of_Marseille_Port_of_Immingham + 5224*ShipmentAmount_Port_of_Marseille_Port_of_Jawaharlal_Nehru + 5080*ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali + 2709*ShipmentAmount_Port_of_Marseille_Port_of_Jeddah + 9485*ShipmentAmount_Port_of_Marseille_Port_of_Kaohsiung + 5388*ShipmentAmount_Port_of_Marseille_Port_of_King_Abdul_Aziz + 1830*ShipmentAmount_Port_of_Marseille_Port_of_Latakia + 9700*ShipmentAmount_Port_of_Marseille_Port_of_Los_Angeles + 8209*ShipmentAmount_Port_of_Marseille_Port_of_Manzanillo + 1806*ShipmentAmount_Port_of_Marseille_Port_of_Mersin + 5332*ShipmentAmount_Port_of_Marseille_Port_of_Mina + 4871*ShipmentAmount_Port_of_Marseille_Port_of_Montreal + 10928*ShipmentAmount_Port_of_Marseille_Port_of_Nagoya + 4293*ShipmentAmount_Port_of_Marseille_Port_of_New_York + 11599*ShipmentAmount_Port_of_Marseille_Port_of_Newcastle + 2430*ShipmentAmount_Port_of_Marseille_Port_of_Rotterdam + 4081*ShipmentAmount_Port_of_Marseille_Port_of_Salalah + 6204*ShipmentAmount_Port_of_Marseille_Port_of_Santos + 10048*ShipmentAmount_Port_of_Marseille_Port_of_Shanghai + 5558*ShipmentAmount_Port_of_Marseille_Port_of_Shuwaikh + 7714*ShipmentAmount_Port_of_Marseille_Port_of_Tanjung_Priok + 5603*ShipmentAmount_Port_of_Marseille_Port_of_Umm_Qasr + 10996*ShipmentAmount_Port_of_Marseille_Port_of_Vancouver + 2980*ShipmentAmount_Port_of_Marseille_Port_of_Vienna + 546*ShipmentAmount_Port_of_Mersin_Port_of_Alexandria + 2102*ShipmentAmount_Port_of_Mersin_Port_of_Algeciras + 3664*ShipmentAmount_Port_of_Mersin_Port_of_Antwerp + 778*ShipmentAmount_Port_of_Mersin_Port_of_Aqaba + 3520*ShipmentAmount_Port_of_Mersin_Port_of_Bandar_Abbas + 6766*ShipmentAmount_Port_of_Mersin_Port_of_Bangkok + 191*ShipmentAmount_Port_of_Mersin_Port_of_Beirut + 2130*ShipmentAmount_Port_of_Mersin_Port_of_Bratislava + 2028*ShipmentAmount_Port_of_Mersin_Port_of_Budapest + 9062*ShipmentAmount_Port_of_Mersin_Port_of_Busan + 3763*ShipmentAmount_Port_of_Mersin_Port_of_Doha + 5530*ShipmentAmount_Port_of_Mersin_Port_of_Durban + 316*ShipmentAmount_Port_of_Mersin_Port_of_Gaza + 4751*ShipmentAmount_Port_of_Mersin_Port_of_Gdansk + 1091*ShipmentAmount_Port_of_Mersin_Port_of_Gioia_Tauro + 4299*ShipmentAmount_Port_of_Mersin_Port_of_Gothenburg + 233*ShipmentAmount_Port_of_Mersin_Port_of_Haifa + 4032*ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Czeck + 4032*ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Germany + 7584*ShipmentAmount_Port_of_Mersin_Port_of_Hedland + 1744*ShipmentAmount_Port_of_Mersin_Port_of_Hodeidah + 3804*ShipmentAmount_Port_of_Mersin_Port_of_Immingham + 3720*ShipmentAmount_Port_of_Mersin_Port_of_Jawaharlal_Nehru + 3576*ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali + 1205*ShipmentAmount_Port_of_Mersin_Port_of_Jeddah + 7981*ShipmentAmount_Port_of_Mersin_Port_of_Kaohsiung + 3885*ShipmentAmount_Port_of_Mersin_Port_of_King_Abdul_Aziz + 89*ShipmentAmount_Port_of_Mersin_Port_of_Latakia + 11024*ShipmentAmount_Port_of_Mersin_Port_of_Los_Angeles + 9516*ShipmentAmount_Port_of_Mersin_Port_of_Manzanillo + 1806*ShipmentAmount_Port_of_Mersin_Port_of_Marseille + 3831*ShipmentAmount_Port_of_Mersin_Port_of_Mina + 6195*ShipmentAmount_Port_of_Mersin_Port_of_Montreal + 9424*ShipmentAmount_Port_of_Mersin_Port_of_Nagoya + 5617*ShipmentAmount_Port_of_Mersin_Port_of_New_York + 10095*ShipmentAmount_Port_of_Mersin_Port_of_Newcastle + 3755*ShipmentAmount_Port_of_Mersin_Port_of_Rotterdam + 2577*ShipmentAmount_Port_of_Mersin_Port_of_Salalah + 7528*ShipmentAmount_Port_of_Mersin_Port_of_Santos + 8546*ShipmentAmount_Port_of_Mersin_Port_of_Shanghai + 4057*ShipmentAmount_Port_of_Mersin_Port_of_Shuwaikh + 6210*ShipmentAmount_Port_of_Mersin_Port_of_Tanjung_Priok + 4102*ShipmentAmount_Port_of_Mersin_Port_of_Umm_Qasr + 12320*ShipmentAmount_Port_of_Mersin_Port_of_Vancouver + 2142*ShipmentAmount_Port_of_Mersin_Port_of_Vienna + 9243*ShipmentAmount_Port_of_Nagoya_Port_of_Alexandria + 11224*ShipmentAmount_Port_of_Nagoya_Port_of_Algeciras + 12786*ShipmentAmount_Port_of_Nagoya_Port_of_Antwerp + 8790*ShipmentAmount_Port_of_Nagoya_Port_of_Aqaba + 7435*ShipmentAmount_Port_of_Nagoya_Port_of_Bandar_Abbas + 3750*ShipmentAmount_Port_of_Nagoya_Port_of_Bangkok + 9263*ShipmentAmount_Port_of_Nagoya_Port_of_Beirut + 11310*ShipmentAmount_Port_of_Nagoya_Port_of_Bratislava + 11208*ShipmentAmount_Port_of_Nagoya_Port_of_Budapest + 612*ShipmentAmount_Port_of_Nagoya_Port_of_Busan + 7692*ShipmentAmount_Port_of_Nagoya_Port_of_Doha + 9308*ShipmentAmount_Port_of_Nagoya_Port_of_Durban + 8308*ShipmentAmount_Port_of_Nagoya_Port_of_Gaza + 13871*ShipmentAmount_Port_of_Nagoya_Port_of_Gdansk + 10213*ShipmentAmount_Port_of_Nagoya_Port_of_Gioia_Tauro + 13418*ShipmentAmount_Port_of_Nagoya_Port_of_Gothenburg + 9214*ShipmentAmount_Port_of_Nagoya_Port_of_Haifa + 13155*ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Czeck + 13155*ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Germany + 4088*ShipmentAmount_Port_of_Nagoya_Port_of_Hedland + 7680*ShipmentAmount_Port_of_Nagoya_Port_of_Hodeidah + 12927*ShipmentAmount_Port_of_Nagoya_Port_of_Immingham + 6171*ShipmentAmount_Port_of_Nagoya_Port_of_Jawaharlal_Nehru + 7505*ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali + 8219*ShipmentAmount_Port_of_Nagoya_Port_of_Jeddah + 1498*ShipmentAmount_Port_of_Nagoya_Port_of_Kaohsiung + 7800*ShipmentAmount_Port_of_Nagoya_Port_of_King_Abdul_Aziz + 9428*ShipmentAmount_Port_of_Nagoya_Port_of_Latakia + 4992*ShipmentAmount_Port_of_Nagoya_Port_of_Los_Angeles + 6131*ShipmentAmount_Port_of_Nagoya_Port_of_Manzanillo + 10928*ShipmentAmount_Port_of_Nagoya_Port_of_Marseille + 9424*ShipmentAmount_Port_of_Nagoya_Port_of_Mersin + 7759*ShipmentAmount_Port_of_Nagoya_Port_of_Mina + 10961*ShipmentAmount_Port_of_Nagoya_Port_of_Montreal + 9835*ShipmentAmount_Port_of_Nagoya_Port_of_New_York + 4768*ShipmentAmount_Port_of_Nagoya_Port_of_Newcastle + 12877*ShipmentAmount_Port_of_Nagoya_Port_of_Rotterdam + 7148*ShipmentAmount_Port_of_Nagoya_Port_of_Salalah + 11468*ShipmentAmount_Port_of_Nagoya_Port_of_Santos + 1007*ShipmentAmount_Port_of_Nagoya_Port_of_Shanghai + 7972*ShipmentAmount_Port_of_Nagoya_Port_of_Shuwaikh + 3787*ShipmentAmount_Port_of_Nagoya_Port_of_Tanjung_Priok + 8017*ShipmentAmount_Port_of_Nagoya_Port_of_Umm_Qasr + 4321*ShipmentAmount_Port_of_Nagoya_Port_of_Vancouver + 11322*ShipmentAmount_Port_of_Nagoya_Port_of_Vienna + 5618*ShipmentAmount_Port_of_New_York_Port_of_Alexandria + 3515*ShipmentAmount_Port_of_New_York_Port_of_Algeciras + 3827*ShipmentAmount_Port_of_New_York_Port_of_Antwerp + 6104*ShipmentAmount_Port_of_New_York_Port_of_Aqaba + 8862*ShipmentAmount_Port_of_New_York_Port_of_Bandar_Abbas + 12081*ShipmentAmount_Port_of_New_York_Port_of_Bangkok + 5715*ShipmentAmount_Port_of_New_York_Port_of_Beirut + 6830*ShipmentAmount_Port_of_New_York_Port_of_Bratislava + 6728*ShipmentAmount_Port_of_New_York_Port_of_Budapest + 10108*ShipmentAmount_Port_of_New_York_Port_of_Busan + 9392*ShipmentAmount_Port_of_New_York_Port_of_Doha + 9902*ShipmentAmount_Port_of_New_York_Port_of_Durban + 5196*ShipmentAmount_Port_of_New_York_Port_of_Gaza + 4316*ShipmentAmount_Port_of_New_York_Port_of_Gdansk + 4617*ShipmentAmount_Port_of_New_York_Port_of_Gioia_Tauro + 3864*ShipmentAmount_Port_of_New_York_Port_of_Gothenburg + 5756*ShipmentAmount_Port_of_New_York_Port_of_Haifa + 4195*ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Czeck + 4195*ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Germany + 12899*ShipmentAmount_Port_of_New_York_Port_of_Hedland + 7105*ShipmentAmount_Port_of_New_York_Port_of_Hodeidah + 3968*ShipmentAmount_Port_of_New_York_Port_of_Immingham + 9036*ShipmentAmount_Port_of_New_York_Port_of_Jawaharlal_Nehru + 8918*ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali + 6521*ShipmentAmount_Port_of_New_York_Port_of_Jeddah + 10972*ShipmentAmount_Port_of_New_York_Port_of_Kaohsiung + 9222*ShipmentAmount_Port_of_New_York_Port_of_King_Abdul_Aziz + 5642*ShipmentAmount_Port_of_New_York_Port_of_Latakia + 5734*ShipmentAmount_Port_of_New_York_Port_of_Los_Angeles + 4237*ShipmentAmount_Port_of_New_York_Port_of_Manzanillo + 4293*ShipmentAmount_Port_of_New_York_Port_of_Marseille + 5617*ShipmentAmount_Port_of_New_York_Port_of_Mersin + 9168*ShipmentAmount_Port_of_New_York_Port_of_Mina + 1729*ShipmentAmount_Port_of_New_York_Port_of_Montreal + 9835*ShipmentAmount_Port_of_New_York_Port_of_Nagoya + 9689*ShipmentAmount_Port_of_New_York_Port_of_Newcastle + 3918*ShipmentAmount_Port_of_New_York_Port_of_Rotterdam + 7930*ShipmentAmount_Port_of_New_York_Port_of_Salalah + 6148*ShipmentAmount_Port_of_New_York_Port_of_Santos + 10547*ShipmentAmount_Port_of_New_York_Port_of_Shanghai + 9392*ShipmentAmount_Port_of_New_York_Port_of_Shuwaikh + 11525*ShipmentAmount_Port_of_New_York_Port_of_Tanjung_Priok + 9417*ShipmentAmount_Port_of_New_York_Port_of_Umm_Qasr + 7051*ShipmentAmount_Port_of_New_York_Port_of_Vancouver + 6839*ShipmentAmount_Port_of_New_York_Port_of_Vienna + 8365*ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria + 10346*ShipmentAmount_Port_of_Shanghai_Port_of_Algeciras + 11907*ShipmentAmount_Port_of_Shanghai_Port_of_Antwerp + 7912*ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba + 6557*ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas + 2872*ShipmentAmount_Port_of_Shanghai_Port_of_Bangkok + 8385*ShipmentAmount_Port_of_Shanghai_Port_of_Beirut + 10432*ShipmentAmount_Port_of_Shanghai_Port_of_Bratislava + 10330*ShipmentAmount_Port_of_Shanghai_Port_of_Budapest + 535*ShipmentAmount_Port_of_Shanghai_Port_of_Busan + 6814*ShipmentAmount_Port_of_Shanghai_Port_of_Doha + 8418*ShipmentAmount_Port_of_Shanghai_Port_of_Durban + 7660*ShipmentAmount_Port_of_Shanghai_Port_of_Gaza + 12993*ShipmentAmount_Port_of_Shanghai_Port_of_Gdansk + 9335*ShipmentAmount_Port_of_Shanghai_Port_of_Gioia_Tauro + 12539*ShipmentAmount_Port_of_Shanghai_Port_of_Gothenburg + 8336*ShipmentAmount_Port_of_Shanghai_Port_of_Haifa + 12277*ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Czeck + 12277*ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Germany + 3701*ShipmentAmount_Port_of_Shanghai_Port_of_Hedland + 6802*ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah + 12049*ShipmentAmount_Port_of_Shanghai_Port_of_Immingham + 5293*ShipmentAmount_Port_of_Shanghai_Port_of_Jawaharlal_Nehru + 6627*ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali + 7341*ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah + 597*ShipmentAmount_Port_of_Shanghai_Port_of_Kaohsiung + 6922*ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz + 8550*ShipmentAmount_Port_of_Shanghai_Port_of_Latakia + 5688*ShipmentAmount_Port_of_Shanghai_Port_of_Los_Angeles + 6843*ShipmentAmount_Port_of_Shanghai_Port_of_Manzanillo + 10048*ShipmentAmount_Port_of_Shanghai_Port_of_Marseille + 8546*ShipmentAmount_Port_of_Shanghai_Port_of_Mersin + 6882*ShipmentAmount_Port_of_Shanghai_Port_of_Mina + 11673*ShipmentAmount_Port_of_Shanghai_Port_of_Montreal + 1007*ShipmentAmount_Port_of_Shanghai_Port_of_Nagoya + 10547*ShipmentAmount_Port_of_Shanghai_Port_of_New_York + 5140*ShipmentAmount_Port_of_Shanghai_Port_of_Newcastle + 11999*ShipmentAmount_Port_of_Shanghai_Port_of_Rotterdam + 6270*ShipmentAmount_Port_of_Shanghai_Port_of_Salalah + 13268*ShipmentAmount_Port_of_Shanghai_Port_of_Santos + 7094*ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh + 2909*ShipmentAmount_Port_of_Shanghai_Port_of_Tanjung_Priok + 7139*ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr + 4956*ShipmentAmount_Port_of_Shanghai_Port_of_Vancouver + 10444*ShipmentAmount_Port_of_Shanghai_Port_of_Vienna + 0\n",
       "VARIABLES\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Vienna Continuous"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "2047*ShipmentAmount_Port_of_Budapest_Port_of_Alexandria + 3165*ShipmentAmount_Port_of_Budapest_Port_of_Algeciras + 4726*ShipmentAmount_Port_of_Budapest_Port_of_Antwerp + 2563*ShipmentAmount_Port_of_Budapest_Port_of_Aqaba + 5304*ShipmentAmount_Port_of_Budapest_Port_of_Bandar_Abbas + 8550*ShipmentAmount_Port_of_Budapest_Port_of_Bangkok + 2148*ShipmentAmount_Port_of_Budapest_Port_of_Beirut + 102*ShipmentAmount_Port_of_Budapest_Port_of_Bratislava + 10846*ShipmentAmount_Port_of_Budapest_Port_of_Busan + 5547*ShipmentAmount_Port_of_Budapest_Port_of_Doha + 7312*ShipmentAmount_Port_of_Budapest_Port_of_Durban + 1992*ShipmentAmount_Port_of_Budapest_Port_of_Gaza + 5812*ShipmentAmount_Port_of_Budapest_Port_of_Gdansk + 2154*ShipmentAmount_Port_of_Budapest_Port_of_Gioia_Tauro + 5360*ShipmentAmount_Port_of_Budapest_Port_of_Gothenburg + 2192*ShipmentAmount_Port_of_Budapest_Port_of_Haifa + 5095*ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Czeck + 5095*ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Germany + 9368*ShipmentAmount_Port_of_Budapest_Port_of_Hedland + 3528*ShipmentAmount_Port_of_Budapest_Port_of_Hodeidah + 4868*ShipmentAmount_Port_of_Budapest_Port_of_Immingham + 5505*ShipmentAmount_Port_of_Budapest_Port_of_Jawaharlal_Nehru + 5360*ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali + 2989*ShipmentAmount_Port_of_Budapest_Port_of_Jeddah + 9766*ShipmentAmount_Port_of_Budapest_Port_of_Kaohsiung + 5669*ShipmentAmount_Port_of_Budapest_Port_of_King_Abdul_Aziz + 2052*ShipmentAmount_Port_of_Budapest_Port_of_Latakia + 12056*ShipmentAmount_Port_of_Budapest_Port_of_Los_Angeles + 10565*ShipmentAmount_Port_of_Budapest_Port_of_Manzanillo + 2868*ShipmentAmount_Port_of_Budapest_Port_of_Marseille + 2028*ShipmentAmount_Port_of_Budapest_Port_of_Mersin + 5615*ShipmentAmount_Port_of_Budapest_Port_of_Mina + 7258*ShipmentAmount_Port_of_Budapest_Port_of_Montreal + 11208*ShipmentAmount_Port_of_Budapest_Port_of_Nagoya + 6728*ShipmentAmount_Port_of_Budapest_Port_of_New_York + 11879*ShipmentAmount_Port_of_Budapest_Port_of_Newcastle + 4817*ShipmentAmount_Port_of_Budapest_Port_of_Rotterdam + 4362*ShipmentAmount_Port_of_Budapest_Port_of_Salalah + 8591*ShipmentAmount_Port_of_Budapest_Port_of_Santos + 10330*ShipmentAmount_Port_of_Budapest_Port_of_Shanghai + 5841*ShipmentAmount_Port_of_Budapest_Port_of_Shuwaikh + 7995*ShipmentAmount_Port_of_Budapest_Port_of_Tanjung_Priok + 5886*ShipmentAmount_Port_of_Budapest_Port_of_Umm_Qasr + 13383*ShipmentAmount_Port_of_Budapest_Port_of_Vancouver + 103*ShipmentAmount_Port_of_Budapest_Port_of_Vienna + 8882*ShipmentAmount_Port_of_Busan_Port_of_Alexandria + 10863*ShipmentAmount_Port_of_Busan_Port_of_Algeciras + 12424*ShipmentAmount_Port_of_Busan_Port_of_Antwerp + 8428*ShipmentAmount_Port_of_Busan_Port_of_Aqaba + 7074*ShipmentAmount_Port_of_Busan_Port_of_Bandar_Abbas + 3388*ShipmentAmount_Port_of_Busan_Port_of_Bangkok + 8901*ShipmentAmount_Port_of_Busan_Port_of_Beirut + 10949*ShipmentAmount_Port_of_Busan_Port_of_Bratislava + 10846*ShipmentAmount_Port_of_Busan_Port_of_Budapest + 7330*ShipmentAmount_Port_of_Busan_Port_of_Doha + 8939*ShipmentAmount_Port_of_Busan_Port_of_Durban + 8020*ShipmentAmount_Port_of_Busan_Port_of_Gaza + 13509*ShipmentAmount_Port_of_Busan_Port_of_Gdansk + 9852*ShipmentAmount_Port_of_Busan_Port_of_Gioia_Tauro + 13056*ShipmentAmount_Port_of_Busan_Port_of_Gothenburg + 8852*ShipmentAmount_Port_of_Busan_Port_of_Haifa + 12793*ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Czeck + 12793*ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Germany + 3770*ShipmentAmount_Port_of_Busan_Port_of_Hedland + 7318*ShipmentAmount_Port_of_Busan_Port_of_Hodeidah + 12565*ShipmentAmount_Port_of_Busan_Port_of_Immingham + 5810*ShipmentAmount_Port_of_Busan_Port_of_Jawaharlal_Nehru + 7143*ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali + 7857*ShipmentAmount_Port_of_Busan_Port_of_Jeddah + 1137*ShipmentAmount_Port_of_Busan_Port_of_Kaohsiung + 7438*ShipmentAmount_Port_of_Busan_Port_of_King_Abdul_Aziz + 9066*ShipmentAmount_Port_of_Busan_Port_of_Latakia + 5249*ShipmentAmount_Port_of_Busan_Port_of_Los_Angeles + 6404*ShipmentAmount_Port_of_Busan_Port_of_Manzanillo + 10566*ShipmentAmount_Port_of_Busan_Port_of_Marseille + 9062*ShipmentAmount_Port_of_Busan_Port_of_Mersin + 7398*ShipmentAmount_Port_of_Busan_Port_of_Mina + 11234*ShipmentAmount_Port_of_Busan_Port_of_Montreal + 612*ShipmentAmount_Port_of_Busan_Port_of_Nagoya + 10108*ShipmentAmount_Port_of_Busan_Port_of_New_York + 5141*ShipmentAmount_Port_of_Busan_Port_of_Newcastle + 12515*ShipmentAmount_Port_of_Busan_Port_of_Rotterdam + 6786*ShipmentAmount_Port_of_Busan_Port_of_Salalah + 13783*ShipmentAmount_Port_of_Busan_Port_of_Santos + 535*ShipmentAmount_Port_of_Busan_Port_of_Shanghai + 7611*ShipmentAmount_Port_of_Busan_Port_of_Shuwaikh + 3426*ShipmentAmount_Port_of_Busan_Port_of_Tanjung_Priok + 7655*ShipmentAmount_Port_of_Busan_Port_of_Umm_Qasr + 4517*ShipmentAmount_Port_of_Busan_Port_of_Vancouver + 10960*ShipmentAmount_Port_of_Busan_Port_of_Vienna + 4034*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Alexandria + 1929*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Algeciras + 426*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Antwerp + 4509*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Aqaba + 7250*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bandar_Abbas + 10496*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bangkok + 4130*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Beirut + 5197*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bratislava + 5095*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Budapest + 12793*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Busan + 7493*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Doha + 8433*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Durban + 3973*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gaza + 870*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gdansk + 3032*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gioia_Tauro + 417*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gothenburg + 4173*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Haifa + 11314*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hedland + 5475*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hodeidah + 448*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Immingham + 7451*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jawaharlal_Nehru + 7306*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali + 4935*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jeddah + 11711*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Kaohsiung + 7615*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_King_Abdul_Aziz + 4057*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Latakia + 10522*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Los_Angeles + 9031*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Manzanillo + 2708*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Marseille + 4032*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin + 7561*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mina + 3669*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Montreal + 13155*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Nagoya + 4195*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_New_York + 13825*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Newcastle + 341*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Rotterdam + 6307*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Salalah + 7026*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Santos + 12277*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shanghai + 7788*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shuwaikh + 9842*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Tanjung_Priok + 7832*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Umm_Qasr + 11819*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vancouver + 5209*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vienna + 3806*ShipmentAmount_Port_of_Immingham_Port_of_Alexandria + 1703*ShipmentAmount_Port_of_Immingham_Port_of_Algeciras + 313*ShipmentAmount_Port_of_Immingham_Port_of_Antwerp + 4282*ShipmentAmount_Port_of_Immingham_Port_of_Aqaba + 7023*ShipmentAmount_Port_of_Immingham_Port_of_Bandar_Abbas + 10269*ShipmentAmount_Port_of_Immingham_Port_of_Bangkok + 3903*ShipmentAmount_Port_of_Immingham_Port_of_Beirut + 4970*ShipmentAmount_Port_of_Immingham_Port_of_Bratislava + 4868*ShipmentAmount_Port_of_Immingham_Port_of_Budapest + 12565*ShipmentAmount_Port_of_Immingham_Port_of_Busan + 7267*ShipmentAmount_Port_of_Immingham_Port_of_Doha + 8207*ShipmentAmount_Port_of_Immingham_Port_of_Durban + 3399*ShipmentAmount_Port_of_Immingham_Port_of_Gaza + 1166*ShipmentAmount_Port_of_Immingham_Port_of_Gdansk + 2805*ShipmentAmount_Port_of_Immingham_Port_of_Gioia_Tauro + 714*ShipmentAmount_Port_of_Immingham_Port_of_Gothenburg + 3944*ShipmentAmount_Port_of_Immingham_Port_of_Haifa + 448*ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Czeck + 448*ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Germany + 11088*ShipmentAmount_Port_of_Immingham_Port_of_Hedland + 5247*ShipmentAmount_Port_of_Immingham_Port_of_Hodeidah + 7224*ShipmentAmount_Port_of_Immingham_Port_of_Jawaharlal_Nehru + 7080*ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali + 4708*ShipmentAmount_Port_of_Immingham_Port_of_Jeddah + 11485*ShipmentAmount_Port_of_Immingham_Port_of_Kaohsiung + 7388*ShipmentAmount_Port_of_Immingham_Port_of_King_Abdul_Aziz + 3830*ShipmentAmount_Port_of_Immingham_Port_of_Latakia + 10295*ShipmentAmount_Port_of_Immingham_Port_of_Los_Angeles + 8787*ShipmentAmount_Port_of_Immingham_Port_of_Manzanillo + 2481*ShipmentAmount_Port_of_Immingham_Port_of_Marseille + 3804*ShipmentAmount_Port_of_Immingham_Port_of_Mersin + 7334*ShipmentAmount_Port_of_Immingham_Port_of_Mina + 3435*ShipmentAmount_Port_of_Immingham_Port_of_Montreal + 12927*ShipmentAmount_Port_of_Immingham_Port_of_Nagoya + 3968*ShipmentAmount_Port_of_Immingham_Port_of_New_York + 13598*ShipmentAmount_Port_of_Immingham_Port_of_Newcastle + 282*ShipmentAmount_Port_of_Immingham_Port_of_Rotterdam + 6081*ShipmentAmount_Port_of_Immingham_Port_of_Salalah + 6799*ShipmentAmount_Port_of_Immingham_Port_of_Santos + 12049*ShipmentAmount_Port_of_Immingham_Port_of_Shanghai + 7560*ShipmentAmount_Port_of_Immingham_Port_of_Shuwaikh + 9714*ShipmentAmount_Port_of_Immingham_Port_of_Tanjung_Priok + 7605*ShipmentAmount_Port_of_Immingham_Port_of_Umm_Qasr + 11591*ShipmentAmount_Port_of_Immingham_Port_of_Vancouver + 4982*ShipmentAmount_Port_of_Immingham_Port_of_Vienna + 3540*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria + 5521*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Algeciras + 7082*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Antwerp + 3086*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba + 1265*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas + 3513*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bangkok + 3560*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut + 5607*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bratislava + 5505*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Budapest + 5810*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Busan + 1522*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha + 4714*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Durban + 3243*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza + 8167*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gdansk + 4510*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gioia_Tauro + 7715*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gothenburg + 3510*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa + 7451*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Czeck + 7451*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Germany + 4445*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hedland + 1977*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah + 7224*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Immingham + 1335*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali + 2515*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah + 4727*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Kaohsiung + 1630*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz + 3725*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia + 10104*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Los_Angeles + 12946*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Manzanillo + 5224*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Marseille + 3720*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin + 1589*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mina + 9614*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Montreal + 6171*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Nagoya + 9036*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_New_York + 6956*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Newcastle + 7173*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Rotterdam + 1143*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah + 9552*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Santos + 5293*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shanghai + 1802*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh + 3071*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Tanjung_Priok + 1847*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr + 9428*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vancouver + 5619*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vienna + 7800*ShipmentAmount_Port_of_Kaohsiung_Port_of_Alexandria + 9782*ShipmentAmount_Port_of_Kaohsiung_Port_of_Algeciras + 11343*ShipmentAmount_Port_of_Kaohsiung_Port_of_Antwerp + 7346*ShipmentAmount_Port_of_Kaohsiung_Port_of_Aqaba + 5991*ShipmentAmount_Port_of_Kaohsiung_Port_of_Bandar_Abbas + 2307*ShipmentAmount_Port_of_Kaohsiung_Port_of_Bangkok + 7819*ShipmentAmount_Port_of_Kaohsiung_Port_of_Beirut + 9868*ShipmentAmount_Port_of_Kaohsiung_Port_of_Bratislava + 9766*ShipmentAmount_Port_of_Kaohsiung_Port_of_Budapest + 1137*ShipmentAmount_Port_of_Kaohsiung_Port_of_Busan + 6248*ShipmentAmount_Port_of_Kaohsiung_Port_of_Doha + 7930*ShipmentAmount_Port_of_Kaohsiung_Port_of_Durban + 7144*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gaza + 12430*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gdansk + 8771*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gioia_Tauro + 11978*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gothenburg + 7770*ShipmentAmount_Port_of_Kaohsiung_Port_of_Haifa + 11711*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Czeck + 11711*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Germany + 3258*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hedland + 6236*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hodeidah + 11485*ShipmentAmount_Port_of_Kaohsiung_Port_of_Immingham + 4727*ShipmentAmount_Port_of_Kaohsiung_Port_of_Jawaharlal_Nehru + 6063*ShipmentAmount_Port_of_Kaohsiung_Port_of_Jebel_Ali + 6775*ShipmentAmount_Port_of_Kaohsiung_Port_of_Jeddah + 6356*ShipmentAmount_Port_of_Kaohsiung_Port_of_King_Abdul_Aziz + 7986*ShipmentAmount_Port_of_Kaohsiung_Port_of_Latakia + 6129*ShipmentAmount_Port_of_Kaohsiung_Port_of_Los_Angeles + 7268*ShipmentAmount_Port_of_Kaohsiung_Port_of_Manzanillo + 9485*ShipmentAmount_Port_of_Kaohsiung_Port_of_Marseille + 7981*ShipmentAmount_Port_of_Kaohsiung_Port_of_Mersin + 6316*ShipmentAmount_Port_of_Kaohsiung_Port_of_Mina + 13875*ShipmentAmount_Port_of_Kaohsiung_Port_of_Montreal + 1498*ShipmentAmount_Port_of_Kaohsiung_Port_of_Nagoya + 10972*ShipmentAmount_Port_of_Kaohsiung_Port_of_New_York + 4693*ShipmentAmount_Port_of_Kaohsiung_Port_of_Newcastle + 11434*ShipmentAmount_Port_of_Kaohsiung_Port_of_Rotterdam + 5704*ShipmentAmount_Port_of_Kaohsiung_Port_of_Salalah + 12691*ShipmentAmount_Port_of_Kaohsiung_Port_of_Santos + 597*ShipmentAmount_Port_of_Kaohsiung_Port_of_Shanghai + 6528*ShipmentAmount_Port_of_Kaohsiung_Port_of_Shuwaikh + 2343*ShipmentAmount_Port_of_Kaohsiung_Port_of_Tanjung_Priok + 6573*ShipmentAmount_Port_of_Kaohsiung_Port_of_Umm_Qasr + 5419*ShipmentAmount_Port_of_Kaohsiung_Port_of_Vancouver + 9880*ShipmentAmount_Port_of_Kaohsiung_Port_of_Vienna + 11025*ShipmentAmount_Port_of_Los_Angeles_Port_of_Alexandria + 8922*ShipmentAmount_Port_of_Los_Angeles_Port_of_Algeciras + 10154*ShipmentAmount_Port_of_Los_Angeles_Port_of_Antwerp + 11501*ShipmentAmount_Port_of_Los_Angeles_Port_of_Aqaba + 11057*ShipmentAmount_Port_of_Los_Angeles_Port_of_Bandar_Abbas + 7730*ShipmentAmount_Port_of_Los_Angeles_Port_of_Bangkok + 11122*ShipmentAmount_Port_of_Los_Angeles_Port_of_Beirut + 12158*ShipmentAmount_Port_of_Los_Angeles_Port_of_Bratislava + 12056*ShipmentAmount_Port_of_Los_Angeles_Port_of_Budapest + 5249*ShipmentAmount_Port_of_Los_Angeles_Port_of_Busan + 11279*ShipmentAmount_Port_of_Los_Angeles_Port_of_Doha + 12410*ShipmentAmount_Port_of_Los_Angeles_Port_of_Durban + 9280*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gaza + 11242*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gdansk + 10024*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gioia_Tauro + 10789*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gothenburg + 11048*ShipmentAmount_Port_of_Los_Angeles_Port_of_Haifa + 10522*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Czeck + 10522*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Germany + 7885*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hedland + 12465*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hodeidah + 10295*ShipmentAmount_Port_of_Los_Angeles_Port_of_Immingham + 10104*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jawaharlal_Nehru + 11116*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali + 11927*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jeddah + 6129*ShipmentAmount_Port_of_Los_Angeles_Port_of_Kaohsiung + 11344*ShipmentAmount_Port_of_Los_Angeles_Port_of_King_Abdul_Aziz + 11049*ShipmentAmount_Port_of_Los_Angeles_Port_of_Latakia + 1490*ShipmentAmount_Port_of_Los_Angeles_Port_of_Manzanillo + 9700*ShipmentAmount_Port_of_Los_Angeles_Port_of_Marseille + 11024*ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin + 14552*ShipmentAmount_Port_of_Los_Angeles_Port_of_Mina + 7389*ShipmentAmount_Port_of_Los_Angeles_Port_of_Montreal + 4992*ShipmentAmount_Port_of_Los_Angeles_Port_of_Nagoya + 5734*ShipmentAmount_Port_of_Los_Angeles_Port_of_New_York + 6466*ShipmentAmount_Port_of_Los_Angeles_Port_of_Newcastle + 10245*ShipmentAmount_Port_of_Los_Angeles_Port_of_Rotterdam + 11137*ShipmentAmount_Port_of_Los_Angeles_Port_of_Salalah + 8718*ShipmentAmount_Port_of_Los_Angeles_Port_of_Santos + 5688*ShipmentAmount_Port_of_Los_Angeles_Port_of_Shanghai + 11504*ShipmentAmount_Port_of_Los_Angeles_Port_of_Shuwaikh + 7910*ShipmentAmount_Port_of_Los_Angeles_Port_of_Tanjung_Priok + 11524*ShipmentAmount_Port_of_Los_Angeles_Port_of_Umm_Qasr + 1319*ShipmentAmount_Port_of_Los_Angeles_Port_of_Vancouver + 12171*ShipmentAmount_Port_of_Los_Angeles_Port_of_Vienna + 9534*ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria + 7413*ShipmentAmount_Port_of_Manzanillo_Port_of_Algeciras + 8663*ShipmentAmount_Port_of_Manzanillo_Port_of_Antwerp + 10011*ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba + 12745*ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas + 8865*ShipmentAmount_Port_of_Manzanillo_Port_of_Bangkok + 9631*ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut + 10681*ShipmentAmount_Port_of_Manzanillo_Port_of_Bratislava + 10565*ShipmentAmount_Port_of_Manzanillo_Port_of_Budapest + 6404*ShipmentAmount_Port_of_Manzanillo_Port_of_Busan + 12977*ShipmentAmount_Port_of_Manzanillo_Port_of_Doha + 10919*ShipmentAmount_Port_of_Manzanillo_Port_of_Durban + 8088*ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza + 9730*ShipmentAmount_Port_of_Manzanillo_Port_of_Gdansk + 8533*ShipmentAmount_Port_of_Manzanillo_Port_of_Gioia_Tauro + 9277*ShipmentAmount_Port_of_Manzanillo_Port_of_Gothenburg + 9673*ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa + 9031*ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Czeck + 9031*ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Germany + 8542*ShipmentAmount_Port_of_Manzanillo_Port_of_Hedland + 10974*ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah + 8787*ShipmentAmount_Port_of_Manzanillo_Port_of_Immingham + 12946*ShipmentAmount_Port_of_Manzanillo_Port_of_Jawaharlal_Nehru + 12790*ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali + 10419*ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah + 7268*ShipmentAmount_Port_of_Manzanillo_Port_of_Kaohsiung + 13099*ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz + 9541*ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia + 1490*ShipmentAmount_Port_of_Manzanillo_Port_of_Los_Angeles + 8209*ShipmentAmount_Port_of_Manzanillo_Port_of_Marseille + 9516*ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin + 13061*ShipmentAmount_Port_of_Manzanillo_Port_of_Mina + 5899*ShipmentAmount_Port_of_Manzanillo_Port_of_Montreal + 6131*ShipmentAmount_Port_of_Manzanillo_Port_of_Nagoya + 4237*ShipmentAmount_Port_of_Manzanillo_Port_of_New_York + 6715*ShipmentAmount_Port_of_Manzanillo_Port_of_Newcastle + 8736*ShipmentAmount_Port_of_Manzanillo_Port_of_Rotterdam + 11791*ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah + 7223*ShipmentAmount_Port_of_Manzanillo_Port_of_Santos + 6843*ShipmentAmount_Port_of_Manzanillo_Port_of_Shanghai + 13286*ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh + 8920*ShipmentAmount_Port_of_Manzanillo_Port_of_Tanjung_Priok + 13332*ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr + 2814*ShipmentAmount_Port_of_Manzanillo_Port_of_Vancouver + 10679*ShipmentAmount_Port_of_Manzanillo_Port_of_Vienna + 1805*ShipmentAmount_Port_of_Marseille_Port_of_Alexandria + 778*ShipmentAmount_Port_of_Marseille_Port_of_Algeciras + 2339*ShipmentAmount_Port_of_Marseille_Port_of_Antwerp + 2282*ShipmentAmount_Port_of_Marseille_Port_of_Aqaba + 5024*ShipmentAmount_Port_of_Marseille_Port_of_Bandar_Abbas + 8270*ShipmentAmount_Port_of_Marseille_Port_of_Bangkok + 1900*ShipmentAmount_Port_of_Marseille_Port_of_Beirut + 2971*ShipmentAmount_Port_of_Marseille_Port_of_Bratislava + 2868*ShipmentAmount_Port_of_Marseille_Port_of_Budapest + 10566*ShipmentAmount_Port_of_Marseille_Port_of_Busan + 5267*ShipmentAmount_Port_of_Marseille_Port_of_Doha + 7032*ShipmentAmount_Port_of_Marseille_Port_of_Durban + 1631*ShipmentAmount_Port_of_Marseille_Port_of_Gaza + 3425*ShipmentAmount_Port_of_Marseille_Port_of_Gdansk + 730*ShipmentAmount_Port_of_Marseille_Port_of_Gioia_Tauro + 2971*ShipmentAmount_Port_of_Marseille_Port_of_Gothenburg + 1946*ShipmentAmount_Port_of_Marseille_Port_of_Haifa + 2708*ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Czeck + 2708*ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Germany + 9088*ShipmentAmount_Port_of_Marseille_Port_of_Hedland + 3245*ShipmentAmount_Port_of_Marseille_Port_of_Hodeidah + 2481*ShipmentAmount_Port_of_Marseille_Port_of_Immingham + 5224*ShipmentAmount_Port_of_Marseille_Port_of_Jawaharlal_Nehru + 5080*ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali + 2709*ShipmentAmount_Port_of_Marseille_Port_of_Jeddah + 9485*ShipmentAmount_Port_of_Marseille_Port_of_Kaohsiung + 5388*ShipmentAmount_Port_of_Marseille_Port_of_King_Abdul_Aziz + 1830*ShipmentAmount_Port_of_Marseille_Port_of_Latakia + 9700*ShipmentAmount_Port_of_Marseille_Port_of_Los_Angeles + 8209*ShipmentAmount_Port_of_Marseille_Port_of_Manzanillo + 1806*ShipmentAmount_Port_of_Marseille_Port_of_Mersin + 5332*ShipmentAmount_Port_of_Marseille_Port_of_Mina + 4871*ShipmentAmount_Port_of_Marseille_Port_of_Montreal + 10928*ShipmentAmount_Port_of_Marseille_Port_of_Nagoya + 4293*ShipmentAmount_Port_of_Marseille_Port_of_New_York + 11599*ShipmentAmount_Port_of_Marseille_Port_of_Newcastle + 2430*ShipmentAmount_Port_of_Marseille_Port_of_Rotterdam + 4081*ShipmentAmount_Port_of_Marseille_Port_of_Salalah + 6204*ShipmentAmount_Port_of_Marseille_Port_of_Santos + 10048*ShipmentAmount_Port_of_Marseille_Port_of_Shanghai + 5558*ShipmentAmount_Port_of_Marseille_Port_of_Shuwaikh + 7714*ShipmentAmount_Port_of_Marseille_Port_of_Tanjung_Priok + 5603*ShipmentAmount_Port_of_Marseille_Port_of_Umm_Qasr + 10996*ShipmentAmount_Port_of_Marseille_Port_of_Vancouver + 2980*ShipmentAmount_Port_of_Marseille_Port_of_Vienna + 546*ShipmentAmount_Port_of_Mersin_Port_of_Alexandria + 2102*ShipmentAmount_Port_of_Mersin_Port_of_Algeciras + 3664*ShipmentAmount_Port_of_Mersin_Port_of_Antwerp + 778*ShipmentAmount_Port_of_Mersin_Port_of_Aqaba + 3520*ShipmentAmount_Port_of_Mersin_Port_of_Bandar_Abbas + 6766*ShipmentAmount_Port_of_Mersin_Port_of_Bangkok + 191*ShipmentAmount_Port_of_Mersin_Port_of_Beirut + 2130*ShipmentAmount_Port_of_Mersin_Port_of_Bratislava + 2028*ShipmentAmount_Port_of_Mersin_Port_of_Budapest + 9062*ShipmentAmount_Port_of_Mersin_Port_of_Busan + 3763*ShipmentAmount_Port_of_Mersin_Port_of_Doha + 5530*ShipmentAmount_Port_of_Mersin_Port_of_Durban + 316*ShipmentAmount_Port_of_Mersin_Port_of_Gaza + 4751*ShipmentAmount_Port_of_Mersin_Port_of_Gdansk + 1091*ShipmentAmount_Port_of_Mersin_Port_of_Gioia_Tauro + 4299*ShipmentAmount_Port_of_Mersin_Port_of_Gothenburg + 233*ShipmentAmount_Port_of_Mersin_Port_of_Haifa + 4032*ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Czeck + 4032*ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Germany + 7584*ShipmentAmount_Port_of_Mersin_Port_of_Hedland + 1744*ShipmentAmount_Port_of_Mersin_Port_of_Hodeidah + 3804*ShipmentAmount_Port_of_Mersin_Port_of_Immingham + 3720*ShipmentAmount_Port_of_Mersin_Port_of_Jawaharlal_Nehru + 3576*ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali + 1205*ShipmentAmount_Port_of_Mersin_Port_of_Jeddah + 7981*ShipmentAmount_Port_of_Mersin_Port_of_Kaohsiung + 3885*ShipmentAmount_Port_of_Mersin_Port_of_King_Abdul_Aziz + 89*ShipmentAmount_Port_of_Mersin_Port_of_Latakia + 11024*ShipmentAmount_Port_of_Mersin_Port_of_Los_Angeles + 9516*ShipmentAmount_Port_of_Mersin_Port_of_Manzanillo + 1806*ShipmentAmount_Port_of_Mersin_Port_of_Marseille + 3831*ShipmentAmount_Port_of_Mersin_Port_of_Mina + 6195*ShipmentAmount_Port_of_Mersin_Port_of_Montreal + 9424*ShipmentAmount_Port_of_Mersin_Port_of_Nagoya + 5617*ShipmentAmount_Port_of_Mersin_Port_of_New_York + 10095*ShipmentAmount_Port_of_Mersin_Port_of_Newcastle + 3755*ShipmentAmount_Port_of_Mersin_Port_of_Rotterdam + 2577*ShipmentAmount_Port_of_Mersin_Port_of_Salalah + 7528*ShipmentAmount_Port_of_Mersin_Port_of_Santos + 8546*ShipmentAmount_Port_of_Mersin_Port_of_Shanghai + 4057*ShipmentAmount_Port_of_Mersin_Port_of_Shuwaikh + 6210*ShipmentAmount_Port_of_Mersin_Port_of_Tanjung_Priok + 4102*ShipmentAmount_Port_of_Mersin_Port_of_Umm_Qasr + 12320*ShipmentAmount_Port_of_Mersin_Port_of_Vancouver + 2142*ShipmentAmount_Port_of_Mersin_Port_of_Vienna + 9243*ShipmentAmount_Port_of_Nagoya_Port_of_Alexandria + 11224*ShipmentAmount_Port_of_Nagoya_Port_of_Algeciras + 12786*ShipmentAmount_Port_of_Nagoya_Port_of_Antwerp + 8790*ShipmentAmount_Port_of_Nagoya_Port_of_Aqaba + 7435*ShipmentAmount_Port_of_Nagoya_Port_of_Bandar_Abbas + 3750*ShipmentAmount_Port_of_Nagoya_Port_of_Bangkok + 9263*ShipmentAmount_Port_of_Nagoya_Port_of_Beirut + 11310*ShipmentAmount_Port_of_Nagoya_Port_of_Bratislava + 11208*ShipmentAmount_Port_of_Nagoya_Port_of_Budapest + 612*ShipmentAmount_Port_of_Nagoya_Port_of_Busan + 7692*ShipmentAmount_Port_of_Nagoya_Port_of_Doha + 9308*ShipmentAmount_Port_of_Nagoya_Port_of_Durban + 8308*ShipmentAmount_Port_of_Nagoya_Port_of_Gaza + 13871*ShipmentAmount_Port_of_Nagoya_Port_of_Gdansk + 10213*ShipmentAmount_Port_of_Nagoya_Port_of_Gioia_Tauro + 13418*ShipmentAmount_Port_of_Nagoya_Port_of_Gothenburg + 9214*ShipmentAmount_Port_of_Nagoya_Port_of_Haifa + 13155*ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Czeck + 13155*ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Germany + 4088*ShipmentAmount_Port_of_Nagoya_Port_of_Hedland + 7680*ShipmentAmount_Port_of_Nagoya_Port_of_Hodeidah + 12927*ShipmentAmount_Port_of_Nagoya_Port_of_Immingham + 6171*ShipmentAmount_Port_of_Nagoya_Port_of_Jawaharlal_Nehru + 7505*ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali + 8219*ShipmentAmount_Port_of_Nagoya_Port_of_Jeddah + 1498*ShipmentAmount_Port_of_Nagoya_Port_of_Kaohsiung + 7800*ShipmentAmount_Port_of_Nagoya_Port_of_King_Abdul_Aziz + 9428*ShipmentAmount_Port_of_Nagoya_Port_of_Latakia + 4992*ShipmentAmount_Port_of_Nagoya_Port_of_Los_Angeles + 6131*ShipmentAmount_Port_of_Nagoya_Port_of_Manzanillo + 10928*ShipmentAmount_Port_of_Nagoya_Port_of_Marseille + 9424*ShipmentAmount_Port_of_Nagoya_Port_of_Mersin + 7759*ShipmentAmount_Port_of_Nagoya_Port_of_Mina + 10961*ShipmentAmount_Port_of_Nagoya_Port_of_Montreal + 9835*ShipmentAmount_Port_of_Nagoya_Port_of_New_York + 4768*ShipmentAmount_Port_of_Nagoya_Port_of_Newcastle + 12877*ShipmentAmount_Port_of_Nagoya_Port_of_Rotterdam + 7148*ShipmentAmount_Port_of_Nagoya_Port_of_Salalah + 11468*ShipmentAmount_Port_of_Nagoya_Port_of_Santos + 1007*ShipmentAmount_Port_of_Nagoya_Port_of_Shanghai + 7972*ShipmentAmount_Port_of_Nagoya_Port_of_Shuwaikh + 3787*ShipmentAmount_Port_of_Nagoya_Port_of_Tanjung_Priok + 8017*ShipmentAmount_Port_of_Nagoya_Port_of_Umm_Qasr + 4321*ShipmentAmount_Port_of_Nagoya_Port_of_Vancouver + 11322*ShipmentAmount_Port_of_Nagoya_Port_of_Vienna + 5618*ShipmentAmount_Port_of_New_York_Port_of_Alexandria + 3515*ShipmentAmount_Port_of_New_York_Port_of_Algeciras + 3827*ShipmentAmount_Port_of_New_York_Port_of_Antwerp + 6104*ShipmentAmount_Port_of_New_York_Port_of_Aqaba + 8862*ShipmentAmount_Port_of_New_York_Port_of_Bandar_Abbas + 12081*ShipmentAmount_Port_of_New_York_Port_of_Bangkok + 5715*ShipmentAmount_Port_of_New_York_Port_of_Beirut + 6830*ShipmentAmount_Port_of_New_York_Port_of_Bratislava + 6728*ShipmentAmount_Port_of_New_York_Port_of_Budapest + 10108*ShipmentAmount_Port_of_New_York_Port_of_Busan + 9392*ShipmentAmount_Port_of_New_York_Port_of_Doha + 9902*ShipmentAmount_Port_of_New_York_Port_of_Durban + 5196*ShipmentAmount_Port_of_New_York_Port_of_Gaza + 4316*ShipmentAmount_Port_of_New_York_Port_of_Gdansk + 4617*ShipmentAmount_Port_of_New_York_Port_of_Gioia_Tauro + 3864*ShipmentAmount_Port_of_New_York_Port_of_Gothenburg + 5756*ShipmentAmount_Port_of_New_York_Port_of_Haifa + 4195*ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Czeck + 4195*ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Germany + 12899*ShipmentAmount_Port_of_New_York_Port_of_Hedland + 7105*ShipmentAmount_Port_of_New_York_Port_of_Hodeidah + 3968*ShipmentAmount_Port_of_New_York_Port_of_Immingham + 9036*ShipmentAmount_Port_of_New_York_Port_of_Jawaharlal_Nehru + 8918*ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali + 6521*ShipmentAmount_Port_of_New_York_Port_of_Jeddah + 10972*ShipmentAmount_Port_of_New_York_Port_of_Kaohsiung + 9222*ShipmentAmount_Port_of_New_York_Port_of_King_Abdul_Aziz + 5642*ShipmentAmount_Port_of_New_York_Port_of_Latakia + 5734*ShipmentAmount_Port_of_New_York_Port_of_Los_Angeles + 4237*ShipmentAmount_Port_of_New_York_Port_of_Manzanillo + 4293*ShipmentAmount_Port_of_New_York_Port_of_Marseille + 5617*ShipmentAmount_Port_of_New_York_Port_of_Mersin + 9168*ShipmentAmount_Port_of_New_York_Port_of_Mina + 1729*ShipmentAmount_Port_of_New_York_Port_of_Montreal + 9835*ShipmentAmount_Port_of_New_York_Port_of_Nagoya + 9689*ShipmentAmount_Port_of_New_York_Port_of_Newcastle + 3918*ShipmentAmount_Port_of_New_York_Port_of_Rotterdam + 7930*ShipmentAmount_Port_of_New_York_Port_of_Salalah + 6148*ShipmentAmount_Port_of_New_York_Port_of_Santos + 10547*ShipmentAmount_Port_of_New_York_Port_of_Shanghai + 9392*ShipmentAmount_Port_of_New_York_Port_of_Shuwaikh + 11525*ShipmentAmount_Port_of_New_York_Port_of_Tanjung_Priok + 9417*ShipmentAmount_Port_of_New_York_Port_of_Umm_Qasr + 7051*ShipmentAmount_Port_of_New_York_Port_of_Vancouver + 6839*ShipmentAmount_Port_of_New_York_Port_of_Vienna + 8365*ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria + 10346*ShipmentAmount_Port_of_Shanghai_Port_of_Algeciras + 11907*ShipmentAmount_Port_of_Shanghai_Port_of_Antwerp + 7912*ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba + 6557*ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas + 2872*ShipmentAmount_Port_of_Shanghai_Port_of_Bangkok + 8385*ShipmentAmount_Port_of_Shanghai_Port_of_Beirut + 10432*ShipmentAmount_Port_of_Shanghai_Port_of_Bratislava + 10330*ShipmentAmount_Port_of_Shanghai_Port_of_Budapest + 535*ShipmentAmount_Port_of_Shanghai_Port_of_Busan + 6814*ShipmentAmount_Port_of_Shanghai_Port_of_Doha + 8418*ShipmentAmount_Port_of_Shanghai_Port_of_Durban + 7660*ShipmentAmount_Port_of_Shanghai_Port_of_Gaza + 12993*ShipmentAmount_Port_of_Shanghai_Port_of_Gdansk + 9335*ShipmentAmount_Port_of_Shanghai_Port_of_Gioia_Tauro + 12539*ShipmentAmount_Port_of_Shanghai_Port_of_Gothenburg + 8336*ShipmentAmount_Port_of_Shanghai_Port_of_Haifa + 12277*ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Czeck + 12277*ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Germany + 3701*ShipmentAmount_Port_of_Shanghai_Port_of_Hedland + 6802*ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah + 12049*ShipmentAmount_Port_of_Shanghai_Port_of_Immingham + 5293*ShipmentAmount_Port_of_Shanghai_Port_of_Jawaharlal_Nehru + 6627*ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali + 7341*ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah + 597*ShipmentAmount_Port_of_Shanghai_Port_of_Kaohsiung + 6922*ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz + 8550*ShipmentAmount_Port_of_Shanghai_Port_of_Latakia + 5688*ShipmentAmount_Port_of_Shanghai_Port_of_Los_Angeles + 6843*ShipmentAmount_Port_of_Shanghai_Port_of_Manzanillo + 10048*ShipmentAmount_Port_of_Shanghai_Port_of_Marseille + 8546*ShipmentAmount_Port_of_Shanghai_Port_of_Mersin + 6882*ShipmentAmount_Port_of_Shanghai_Port_of_Mina + 11673*ShipmentAmount_Port_of_Shanghai_Port_of_Montreal + 1007*ShipmentAmount_Port_of_Shanghai_Port_of_Nagoya + 10547*ShipmentAmount_Port_of_Shanghai_Port_of_New_York + 5140*ShipmentAmount_Port_of_Shanghai_Port_of_Newcastle + 11999*ShipmentAmount_Port_of_Shanghai_Port_of_Rotterdam + 6270*ShipmentAmount_Port_of_Shanghai_Port_of_Salalah + 13268*ShipmentAmount_Port_of_Shanghai_Port_of_Santos + 7094*ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh + 2909*ShipmentAmount_Port_of_Shanghai_Port_of_Tanjung_Priok + 7139*ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr + 4956*ShipmentAmount_Port_of_Shanghai_Port_of_Vancouver + 10444*ShipmentAmount_Port_of_Shanghai_Port_of_Vienna + 0\n",
       "SUBJECT TO\n",
       "_C1: ShipmentAmount_Port_of_Budapest_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Newcastle >= 36310.6696\n",
       "\n",
       "_C2: ShipmentAmount_Port_of_Budapest_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hedland >= 579718.622\n",
       "\n",
       "_C3: ShipmentAmount_Port_of_Budapest_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Vienna >= 32245.5899\n",
       "\n",
       "_C4: ShipmentAmount_Port_of_Budapest_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mina >= 93954\n",
       "\n",
       "_C5: ShipmentAmount_Port_of_Budapest_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Antwerp >= 176965.9293\n",
       "\n",
       "_C6: ShipmentAmount_Port_of_Budapest_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Santos >= 19540.5\n",
       "\n",
       "_C7: ShipmentAmount_Port_of_Budapest_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Montreal >= 207820.3497\n",
       "\n",
       "_C8: ShipmentAmount_Port_of_Budapest_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Vancouver >= 154759.8348\n",
       "\n",
       "_C9: ShipmentAmount_Port_of_Budapest_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Shanghai >= 2154713.285\n",
       "\n",
       "_C10: ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Czeck >= 610716.9348\n",
       "\n",
       "_C11: ShipmentAmount_Port_of_Budapest_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria >= 2457\n",
       "\n",
       "_C12: ShipmentAmount_Port_of_Budapest_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Marseille >= 799890.7822\n",
       "\n",
       "_C13: ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Germany >= 987772.8956\n",
       "\n",
       "_C14: ShipmentAmount_Port_of_Budapest_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Budapest >= 112444.5\n",
       "\n",
       "_C15: ShipmentAmount_Port_of_Budapest_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jawaharlal_Nehru >= 3033829.62\n",
       "\n",
       "_C16: ShipmentAmount_Port_of_Budapest_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Tanjung_Priok >= 457500.1178\n",
       "\n",
       "_C17: ShipmentAmount_Port_of_Budapest_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas >= 8179.5\n",
       "\n",
       "_C18: ShipmentAmount_Port_of_Budapest_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr >= 546\n",
       "\n",
       "_C19: ShipmentAmount_Port_of_Budapest_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Haifa >= 94.5\n",
       "\n",
       "_C20: ShipmentAmount_Port_of_Budapest_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gioia_Tauro >= 109188.5173\n",
       "\n",
       "_C21: ShipmentAmount_Port_of_Budapest_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Nagoya >= 4790234.329\n",
       "\n",
       "_C22: ShipmentAmount_Port_of_Budapest_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba >= 102753\n",
       "\n",
       "_C23: ShipmentAmount_Port_of_Budapest_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Busan >= 3473051.233\n",
       "\n",
       "_C24: ShipmentAmount_Port_of_Budapest_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh >= 170338.2467\n",
       "\n",
       "_C25: ShipmentAmount_Port_of_Budapest_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Beirut >= 1512\n",
       "\n",
       "_C26: ShipmentAmount_Port_of_Budapest_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Manzanillo >= 165228\n",
       "\n",
       "_C27: ShipmentAmount_Port_of_Budapest_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Rotterdam >= 54142.8634\n",
       "\n",
       "_C28: ShipmentAmount_Port_of_Budapest_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Salalah >= 10.5\n",
       "\n",
       "_C29: ShipmentAmount_Port_of_Budapest_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gaza >= 0\n",
       "\n",
       "_C30: ShipmentAmount_Port_of_Budapest_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gdansk >= 80437.4174\n",
       "\n",
       "_C31: ShipmentAmount_Port_of_Budapest_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Doha >= 168850.5\n",
       "\n",
       "_C32: ShipmentAmount_Port_of_Budapest_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz >= 161279.7866\n",
       "\n",
       "_C33: ShipmentAmount_Port_of_Budapest_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah >= 152355.2134\n",
       "\n",
       "_C34: ShipmentAmount_Port_of_Budapest_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bratislava >= 300565.979\n",
       "\n",
       "_C35: ShipmentAmount_Port_of_Budapest_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Durban >= 74707.5\n",
       "\n",
       "_C36: ShipmentAmount_Port_of_Budapest_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Algeciras >= 520674.1459\n",
       "\n",
       "_C37: ShipmentAmount_Port_of_Budapest_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gothenburg >= 54983.9464\n",
       "\n",
       "_C38: ShipmentAmount_Port_of_Budapest_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Latakia >= 598.5\n",
       "\n",
       "_C39: ShipmentAmount_Port_of_Budapest_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Kaohsiung >= 279204.3872\n",
       "\n",
       "_C40: ShipmentAmount_Port_of_Budapest_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bangkok >= 1042463.426\n",
       "\n",
       "_C41: ShipmentAmount_Port_of_Budapest_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mersin >= 450887.5142\n",
       "\n",
       "_C42: ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali >= 13240.5\n",
       "\n",
       "_C43: ShipmentAmount_Port_of_Budapest_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Immingham >= 455326.9563\n",
       "\n",
       "_C44: ShipmentAmount_Port_of_Budapest_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_New_York >= 1828466.553\n",
       "\n",
       "_C45: ShipmentAmount_Port_of_Budapest_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Los_Angeles >= 1791676.482\n",
       "\n",
       "_C46: ShipmentAmount_Port_of_Budapest_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah >= 105\n",
       "\n",
       "VARIABLES\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Vienna Continuous"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Constraints\n",
    "for j in demand_points:\n",
    "    prob += sum(X[i][j] for i in supply_points) >= Fiber_demand[j]\n",
    "    \n",
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "2047*ShipmentAmount_Port_of_Budapest_Port_of_Alexandria + 3165*ShipmentAmount_Port_of_Budapest_Port_of_Algeciras + 4726*ShipmentAmount_Port_of_Budapest_Port_of_Antwerp + 2563*ShipmentAmount_Port_of_Budapest_Port_of_Aqaba + 5304*ShipmentAmount_Port_of_Budapest_Port_of_Bandar_Abbas + 8550*ShipmentAmount_Port_of_Budapest_Port_of_Bangkok + 2148*ShipmentAmount_Port_of_Budapest_Port_of_Beirut + 102*ShipmentAmount_Port_of_Budapest_Port_of_Bratislava + 10846*ShipmentAmount_Port_of_Budapest_Port_of_Busan + 5547*ShipmentAmount_Port_of_Budapest_Port_of_Doha + 7312*ShipmentAmount_Port_of_Budapest_Port_of_Durban + 1992*ShipmentAmount_Port_of_Budapest_Port_of_Gaza + 5812*ShipmentAmount_Port_of_Budapest_Port_of_Gdansk + 2154*ShipmentAmount_Port_of_Budapest_Port_of_Gioia_Tauro + 5360*ShipmentAmount_Port_of_Budapest_Port_of_Gothenburg + 2192*ShipmentAmount_Port_of_Budapest_Port_of_Haifa + 5095*ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Czeck + 5095*ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Germany + 9368*ShipmentAmount_Port_of_Budapest_Port_of_Hedland + 3528*ShipmentAmount_Port_of_Budapest_Port_of_Hodeidah + 4868*ShipmentAmount_Port_of_Budapest_Port_of_Immingham + 5505*ShipmentAmount_Port_of_Budapest_Port_of_Jawaharlal_Nehru + 5360*ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali + 2989*ShipmentAmount_Port_of_Budapest_Port_of_Jeddah + 9766*ShipmentAmount_Port_of_Budapest_Port_of_Kaohsiung + 5669*ShipmentAmount_Port_of_Budapest_Port_of_King_Abdul_Aziz + 2052*ShipmentAmount_Port_of_Budapest_Port_of_Latakia + 12056*ShipmentAmount_Port_of_Budapest_Port_of_Los_Angeles + 10565*ShipmentAmount_Port_of_Budapest_Port_of_Manzanillo + 2868*ShipmentAmount_Port_of_Budapest_Port_of_Marseille + 2028*ShipmentAmount_Port_of_Budapest_Port_of_Mersin + 5615*ShipmentAmount_Port_of_Budapest_Port_of_Mina + 7258*ShipmentAmount_Port_of_Budapest_Port_of_Montreal + 11208*ShipmentAmount_Port_of_Budapest_Port_of_Nagoya + 6728*ShipmentAmount_Port_of_Budapest_Port_of_New_York + 11879*ShipmentAmount_Port_of_Budapest_Port_of_Newcastle + 4817*ShipmentAmount_Port_of_Budapest_Port_of_Rotterdam + 4362*ShipmentAmount_Port_of_Budapest_Port_of_Salalah + 8591*ShipmentAmount_Port_of_Budapest_Port_of_Santos + 10330*ShipmentAmount_Port_of_Budapest_Port_of_Shanghai + 5841*ShipmentAmount_Port_of_Budapest_Port_of_Shuwaikh + 7995*ShipmentAmount_Port_of_Budapest_Port_of_Tanjung_Priok + 5886*ShipmentAmount_Port_of_Budapest_Port_of_Umm_Qasr + 13383*ShipmentAmount_Port_of_Budapest_Port_of_Vancouver + 103*ShipmentAmount_Port_of_Budapest_Port_of_Vienna + 8882*ShipmentAmount_Port_of_Busan_Port_of_Alexandria + 10863*ShipmentAmount_Port_of_Busan_Port_of_Algeciras + 12424*ShipmentAmount_Port_of_Busan_Port_of_Antwerp + 8428*ShipmentAmount_Port_of_Busan_Port_of_Aqaba + 7074*ShipmentAmount_Port_of_Busan_Port_of_Bandar_Abbas + 3388*ShipmentAmount_Port_of_Busan_Port_of_Bangkok + 8901*ShipmentAmount_Port_of_Busan_Port_of_Beirut + 10949*ShipmentAmount_Port_of_Busan_Port_of_Bratislava + 10846*ShipmentAmount_Port_of_Busan_Port_of_Budapest + 7330*ShipmentAmount_Port_of_Busan_Port_of_Doha + 8939*ShipmentAmount_Port_of_Busan_Port_of_Durban + 8020*ShipmentAmount_Port_of_Busan_Port_of_Gaza + 13509*ShipmentAmount_Port_of_Busan_Port_of_Gdansk + 9852*ShipmentAmount_Port_of_Busan_Port_of_Gioia_Tauro + 13056*ShipmentAmount_Port_of_Busan_Port_of_Gothenburg + 8852*ShipmentAmount_Port_of_Busan_Port_of_Haifa + 12793*ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Czeck + 12793*ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Germany + 3770*ShipmentAmount_Port_of_Busan_Port_of_Hedland + 7318*ShipmentAmount_Port_of_Busan_Port_of_Hodeidah + 12565*ShipmentAmount_Port_of_Busan_Port_of_Immingham + 5810*ShipmentAmount_Port_of_Busan_Port_of_Jawaharlal_Nehru + 7143*ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali + 7857*ShipmentAmount_Port_of_Busan_Port_of_Jeddah + 1137*ShipmentAmount_Port_of_Busan_Port_of_Kaohsiung + 7438*ShipmentAmount_Port_of_Busan_Port_of_King_Abdul_Aziz + 9066*ShipmentAmount_Port_of_Busan_Port_of_Latakia + 5249*ShipmentAmount_Port_of_Busan_Port_of_Los_Angeles + 6404*ShipmentAmount_Port_of_Busan_Port_of_Manzanillo + 10566*ShipmentAmount_Port_of_Busan_Port_of_Marseille + 9062*ShipmentAmount_Port_of_Busan_Port_of_Mersin + 7398*ShipmentAmount_Port_of_Busan_Port_of_Mina + 11234*ShipmentAmount_Port_of_Busan_Port_of_Montreal + 612*ShipmentAmount_Port_of_Busan_Port_of_Nagoya + 10108*ShipmentAmount_Port_of_Busan_Port_of_New_York + 5141*ShipmentAmount_Port_of_Busan_Port_of_Newcastle + 12515*ShipmentAmount_Port_of_Busan_Port_of_Rotterdam + 6786*ShipmentAmount_Port_of_Busan_Port_of_Salalah + 13783*ShipmentAmount_Port_of_Busan_Port_of_Santos + 535*ShipmentAmount_Port_of_Busan_Port_of_Shanghai + 7611*ShipmentAmount_Port_of_Busan_Port_of_Shuwaikh + 3426*ShipmentAmount_Port_of_Busan_Port_of_Tanjung_Priok + 7655*ShipmentAmount_Port_of_Busan_Port_of_Umm_Qasr + 4517*ShipmentAmount_Port_of_Busan_Port_of_Vancouver + 10960*ShipmentAmount_Port_of_Busan_Port_of_Vienna + 4034*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Alexandria + 1929*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Algeciras + 426*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Antwerp + 4509*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Aqaba + 7250*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bandar_Abbas + 10496*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bangkok + 4130*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Beirut + 5197*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bratislava + 5095*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Budapest + 12793*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Busan + 7493*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Doha + 8433*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Durban + 3973*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gaza + 870*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gdansk + 3032*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gioia_Tauro + 417*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gothenburg + 4173*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Haifa + 11314*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hedland + 5475*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hodeidah + 448*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Immingham + 7451*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jawaharlal_Nehru + 7306*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali + 4935*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jeddah + 11711*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Kaohsiung + 7615*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_King_Abdul_Aziz + 4057*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Latakia + 10522*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Los_Angeles + 9031*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Manzanillo + 2708*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Marseille + 4032*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin + 7561*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mina + 3669*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Montreal + 13155*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Nagoya + 4195*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_New_York + 13825*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Newcastle + 341*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Rotterdam + 6307*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Salalah + 7026*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Santos + 12277*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shanghai + 7788*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shuwaikh + 9842*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Tanjung_Priok + 7832*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Umm_Qasr + 11819*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vancouver + 5209*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vienna + 3806*ShipmentAmount_Port_of_Immingham_Port_of_Alexandria + 1703*ShipmentAmount_Port_of_Immingham_Port_of_Algeciras + 313*ShipmentAmount_Port_of_Immingham_Port_of_Antwerp + 4282*ShipmentAmount_Port_of_Immingham_Port_of_Aqaba + 7023*ShipmentAmount_Port_of_Immingham_Port_of_Bandar_Abbas + 10269*ShipmentAmount_Port_of_Immingham_Port_of_Bangkok + 3903*ShipmentAmount_Port_of_Immingham_Port_of_Beirut + 4970*ShipmentAmount_Port_of_Immingham_Port_of_Bratislava + 4868*ShipmentAmount_Port_of_Immingham_Port_of_Budapest + 12565*ShipmentAmount_Port_of_Immingham_Port_of_Busan + 7267*ShipmentAmount_Port_of_Immingham_Port_of_Doha + 8207*ShipmentAmount_Port_of_Immingham_Port_of_Durban + 3399*ShipmentAmount_Port_of_Immingham_Port_of_Gaza + 1166*ShipmentAmount_Port_of_Immingham_Port_of_Gdansk + 2805*ShipmentAmount_Port_of_Immingham_Port_of_Gioia_Tauro + 714*ShipmentAmount_Port_of_Immingham_Port_of_Gothenburg + 3944*ShipmentAmount_Port_of_Immingham_Port_of_Haifa + 448*ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Czeck + 448*ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Germany + 11088*ShipmentAmount_Port_of_Immingham_Port_of_Hedland + 5247*ShipmentAmount_Port_of_Immingham_Port_of_Hodeidah + 7224*ShipmentAmount_Port_of_Immingham_Port_of_Jawaharlal_Nehru + 7080*ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali + 4708*ShipmentAmount_Port_of_Immingham_Port_of_Jeddah + 11485*ShipmentAmount_Port_of_Immingham_Port_of_Kaohsiung + 7388*ShipmentAmount_Port_of_Immingham_Port_of_King_Abdul_Aziz + 3830*ShipmentAmount_Port_of_Immingham_Port_of_Latakia + 10295*ShipmentAmount_Port_of_Immingham_Port_of_Los_Angeles + 8787*ShipmentAmount_Port_of_Immingham_Port_of_Manzanillo + 2481*ShipmentAmount_Port_of_Immingham_Port_of_Marseille + 3804*ShipmentAmount_Port_of_Immingham_Port_of_Mersin + 7334*ShipmentAmount_Port_of_Immingham_Port_of_Mina + 3435*ShipmentAmount_Port_of_Immingham_Port_of_Montreal + 12927*ShipmentAmount_Port_of_Immingham_Port_of_Nagoya + 3968*ShipmentAmount_Port_of_Immingham_Port_of_New_York + 13598*ShipmentAmount_Port_of_Immingham_Port_of_Newcastle + 282*ShipmentAmount_Port_of_Immingham_Port_of_Rotterdam + 6081*ShipmentAmount_Port_of_Immingham_Port_of_Salalah + 6799*ShipmentAmount_Port_of_Immingham_Port_of_Santos + 12049*ShipmentAmount_Port_of_Immingham_Port_of_Shanghai + 7560*ShipmentAmount_Port_of_Immingham_Port_of_Shuwaikh + 9714*ShipmentAmount_Port_of_Immingham_Port_of_Tanjung_Priok + 7605*ShipmentAmount_Port_of_Immingham_Port_of_Umm_Qasr + 11591*ShipmentAmount_Port_of_Immingham_Port_of_Vancouver + 4982*ShipmentAmount_Port_of_Immingham_Port_of_Vienna + 3540*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria + 5521*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Algeciras + 7082*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Antwerp + 3086*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba + 1265*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas + 3513*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bangkok + 3560*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut + 5607*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bratislava + 5505*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Budapest + 5810*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Busan + 1522*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha + 4714*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Durban + 3243*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza + 8167*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gdansk + 4510*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gioia_Tauro + 7715*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gothenburg + 3510*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa + 7451*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Czeck + 7451*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Germany + 4445*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hedland + 1977*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah + 7224*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Immingham + 1335*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali + 2515*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah + 4727*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Kaohsiung + 1630*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz + 3725*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia + 10104*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Los_Angeles + 12946*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Manzanillo + 5224*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Marseille + 3720*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin + 1589*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mina + 9614*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Montreal + 6171*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Nagoya + 9036*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_New_York + 6956*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Newcastle + 7173*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Rotterdam + 1143*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah + 9552*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Santos + 5293*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shanghai + 1802*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh + 3071*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Tanjung_Priok + 1847*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr + 9428*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vancouver + 5619*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vienna + 7800*ShipmentAmount_Port_of_Kaohsiung_Port_of_Alexandria + 9782*ShipmentAmount_Port_of_Kaohsiung_Port_of_Algeciras + 11343*ShipmentAmount_Port_of_Kaohsiung_Port_of_Antwerp + 7346*ShipmentAmount_Port_of_Kaohsiung_Port_of_Aqaba + 5991*ShipmentAmount_Port_of_Kaohsiung_Port_of_Bandar_Abbas + 2307*ShipmentAmount_Port_of_Kaohsiung_Port_of_Bangkok + 7819*ShipmentAmount_Port_of_Kaohsiung_Port_of_Beirut + 9868*ShipmentAmount_Port_of_Kaohsiung_Port_of_Bratislava + 9766*ShipmentAmount_Port_of_Kaohsiung_Port_of_Budapest + 1137*ShipmentAmount_Port_of_Kaohsiung_Port_of_Busan + 6248*ShipmentAmount_Port_of_Kaohsiung_Port_of_Doha + 7930*ShipmentAmount_Port_of_Kaohsiung_Port_of_Durban + 7144*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gaza + 12430*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gdansk + 8771*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gioia_Tauro + 11978*ShipmentAmount_Port_of_Kaohsiung_Port_of_Gothenburg + 7770*ShipmentAmount_Port_of_Kaohsiung_Port_of_Haifa + 11711*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Czeck + 11711*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Germany + 3258*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hedland + 6236*ShipmentAmount_Port_of_Kaohsiung_Port_of_Hodeidah + 11485*ShipmentAmount_Port_of_Kaohsiung_Port_of_Immingham + 4727*ShipmentAmount_Port_of_Kaohsiung_Port_of_Jawaharlal_Nehru + 6063*ShipmentAmount_Port_of_Kaohsiung_Port_of_Jebel_Ali + 6775*ShipmentAmount_Port_of_Kaohsiung_Port_of_Jeddah + 6356*ShipmentAmount_Port_of_Kaohsiung_Port_of_King_Abdul_Aziz + 7986*ShipmentAmount_Port_of_Kaohsiung_Port_of_Latakia + 6129*ShipmentAmount_Port_of_Kaohsiung_Port_of_Los_Angeles + 7268*ShipmentAmount_Port_of_Kaohsiung_Port_of_Manzanillo + 9485*ShipmentAmount_Port_of_Kaohsiung_Port_of_Marseille + 7981*ShipmentAmount_Port_of_Kaohsiung_Port_of_Mersin + 6316*ShipmentAmount_Port_of_Kaohsiung_Port_of_Mina + 13875*ShipmentAmount_Port_of_Kaohsiung_Port_of_Montreal + 1498*ShipmentAmount_Port_of_Kaohsiung_Port_of_Nagoya + 10972*ShipmentAmount_Port_of_Kaohsiung_Port_of_New_York + 4693*ShipmentAmount_Port_of_Kaohsiung_Port_of_Newcastle + 11434*ShipmentAmount_Port_of_Kaohsiung_Port_of_Rotterdam + 5704*ShipmentAmount_Port_of_Kaohsiung_Port_of_Salalah + 12691*ShipmentAmount_Port_of_Kaohsiung_Port_of_Santos + 597*ShipmentAmount_Port_of_Kaohsiung_Port_of_Shanghai + 6528*ShipmentAmount_Port_of_Kaohsiung_Port_of_Shuwaikh + 2343*ShipmentAmount_Port_of_Kaohsiung_Port_of_Tanjung_Priok + 6573*ShipmentAmount_Port_of_Kaohsiung_Port_of_Umm_Qasr + 5419*ShipmentAmount_Port_of_Kaohsiung_Port_of_Vancouver + 9880*ShipmentAmount_Port_of_Kaohsiung_Port_of_Vienna + 11025*ShipmentAmount_Port_of_Los_Angeles_Port_of_Alexandria + 8922*ShipmentAmount_Port_of_Los_Angeles_Port_of_Algeciras + 10154*ShipmentAmount_Port_of_Los_Angeles_Port_of_Antwerp + 11501*ShipmentAmount_Port_of_Los_Angeles_Port_of_Aqaba + 11057*ShipmentAmount_Port_of_Los_Angeles_Port_of_Bandar_Abbas + 7730*ShipmentAmount_Port_of_Los_Angeles_Port_of_Bangkok + 11122*ShipmentAmount_Port_of_Los_Angeles_Port_of_Beirut + 12158*ShipmentAmount_Port_of_Los_Angeles_Port_of_Bratislava + 12056*ShipmentAmount_Port_of_Los_Angeles_Port_of_Budapest + 5249*ShipmentAmount_Port_of_Los_Angeles_Port_of_Busan + 11279*ShipmentAmount_Port_of_Los_Angeles_Port_of_Doha + 12410*ShipmentAmount_Port_of_Los_Angeles_Port_of_Durban + 9280*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gaza + 11242*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gdansk + 10024*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gioia_Tauro + 10789*ShipmentAmount_Port_of_Los_Angeles_Port_of_Gothenburg + 11048*ShipmentAmount_Port_of_Los_Angeles_Port_of_Haifa + 10522*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Czeck + 10522*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Germany + 7885*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hedland + 12465*ShipmentAmount_Port_of_Los_Angeles_Port_of_Hodeidah + 10295*ShipmentAmount_Port_of_Los_Angeles_Port_of_Immingham + 10104*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jawaharlal_Nehru + 11116*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali + 11927*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jeddah + 6129*ShipmentAmount_Port_of_Los_Angeles_Port_of_Kaohsiung + 11344*ShipmentAmount_Port_of_Los_Angeles_Port_of_King_Abdul_Aziz + 11049*ShipmentAmount_Port_of_Los_Angeles_Port_of_Latakia + 1490*ShipmentAmount_Port_of_Los_Angeles_Port_of_Manzanillo + 9700*ShipmentAmount_Port_of_Los_Angeles_Port_of_Marseille + 11024*ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin + 14552*ShipmentAmount_Port_of_Los_Angeles_Port_of_Mina + 7389*ShipmentAmount_Port_of_Los_Angeles_Port_of_Montreal + 4992*ShipmentAmount_Port_of_Los_Angeles_Port_of_Nagoya + 5734*ShipmentAmount_Port_of_Los_Angeles_Port_of_New_York + 6466*ShipmentAmount_Port_of_Los_Angeles_Port_of_Newcastle + 10245*ShipmentAmount_Port_of_Los_Angeles_Port_of_Rotterdam + 11137*ShipmentAmount_Port_of_Los_Angeles_Port_of_Salalah + 8718*ShipmentAmount_Port_of_Los_Angeles_Port_of_Santos + 5688*ShipmentAmount_Port_of_Los_Angeles_Port_of_Shanghai + 11504*ShipmentAmount_Port_of_Los_Angeles_Port_of_Shuwaikh + 7910*ShipmentAmount_Port_of_Los_Angeles_Port_of_Tanjung_Priok + 11524*ShipmentAmount_Port_of_Los_Angeles_Port_of_Umm_Qasr + 1319*ShipmentAmount_Port_of_Los_Angeles_Port_of_Vancouver + 12171*ShipmentAmount_Port_of_Los_Angeles_Port_of_Vienna + 9534*ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria + 7413*ShipmentAmount_Port_of_Manzanillo_Port_of_Algeciras + 8663*ShipmentAmount_Port_of_Manzanillo_Port_of_Antwerp + 10011*ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba + 12745*ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas + 8865*ShipmentAmount_Port_of_Manzanillo_Port_of_Bangkok + 9631*ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut + 10681*ShipmentAmount_Port_of_Manzanillo_Port_of_Bratislava + 10565*ShipmentAmount_Port_of_Manzanillo_Port_of_Budapest + 6404*ShipmentAmount_Port_of_Manzanillo_Port_of_Busan + 12977*ShipmentAmount_Port_of_Manzanillo_Port_of_Doha + 10919*ShipmentAmount_Port_of_Manzanillo_Port_of_Durban + 8088*ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza + 9730*ShipmentAmount_Port_of_Manzanillo_Port_of_Gdansk + 8533*ShipmentAmount_Port_of_Manzanillo_Port_of_Gioia_Tauro + 9277*ShipmentAmount_Port_of_Manzanillo_Port_of_Gothenburg + 9673*ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa + 9031*ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Czeck + 9031*ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Germany + 8542*ShipmentAmount_Port_of_Manzanillo_Port_of_Hedland + 10974*ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah + 8787*ShipmentAmount_Port_of_Manzanillo_Port_of_Immingham + 12946*ShipmentAmount_Port_of_Manzanillo_Port_of_Jawaharlal_Nehru + 12790*ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali + 10419*ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah + 7268*ShipmentAmount_Port_of_Manzanillo_Port_of_Kaohsiung + 13099*ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz + 9541*ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia + 1490*ShipmentAmount_Port_of_Manzanillo_Port_of_Los_Angeles + 8209*ShipmentAmount_Port_of_Manzanillo_Port_of_Marseille + 9516*ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin + 13061*ShipmentAmount_Port_of_Manzanillo_Port_of_Mina + 5899*ShipmentAmount_Port_of_Manzanillo_Port_of_Montreal + 6131*ShipmentAmount_Port_of_Manzanillo_Port_of_Nagoya + 4237*ShipmentAmount_Port_of_Manzanillo_Port_of_New_York + 6715*ShipmentAmount_Port_of_Manzanillo_Port_of_Newcastle + 8736*ShipmentAmount_Port_of_Manzanillo_Port_of_Rotterdam + 11791*ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah + 7223*ShipmentAmount_Port_of_Manzanillo_Port_of_Santos + 6843*ShipmentAmount_Port_of_Manzanillo_Port_of_Shanghai + 13286*ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh + 8920*ShipmentAmount_Port_of_Manzanillo_Port_of_Tanjung_Priok + 13332*ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr + 2814*ShipmentAmount_Port_of_Manzanillo_Port_of_Vancouver + 10679*ShipmentAmount_Port_of_Manzanillo_Port_of_Vienna + 1805*ShipmentAmount_Port_of_Marseille_Port_of_Alexandria + 778*ShipmentAmount_Port_of_Marseille_Port_of_Algeciras + 2339*ShipmentAmount_Port_of_Marseille_Port_of_Antwerp + 2282*ShipmentAmount_Port_of_Marseille_Port_of_Aqaba + 5024*ShipmentAmount_Port_of_Marseille_Port_of_Bandar_Abbas + 8270*ShipmentAmount_Port_of_Marseille_Port_of_Bangkok + 1900*ShipmentAmount_Port_of_Marseille_Port_of_Beirut + 2971*ShipmentAmount_Port_of_Marseille_Port_of_Bratislava + 2868*ShipmentAmount_Port_of_Marseille_Port_of_Budapest + 10566*ShipmentAmount_Port_of_Marseille_Port_of_Busan + 5267*ShipmentAmount_Port_of_Marseille_Port_of_Doha + 7032*ShipmentAmount_Port_of_Marseille_Port_of_Durban + 1631*ShipmentAmount_Port_of_Marseille_Port_of_Gaza + 3425*ShipmentAmount_Port_of_Marseille_Port_of_Gdansk + 730*ShipmentAmount_Port_of_Marseille_Port_of_Gioia_Tauro + 2971*ShipmentAmount_Port_of_Marseille_Port_of_Gothenburg + 1946*ShipmentAmount_Port_of_Marseille_Port_of_Haifa + 2708*ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Czeck + 2708*ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Germany + 9088*ShipmentAmount_Port_of_Marseille_Port_of_Hedland + 3245*ShipmentAmount_Port_of_Marseille_Port_of_Hodeidah + 2481*ShipmentAmount_Port_of_Marseille_Port_of_Immingham + 5224*ShipmentAmount_Port_of_Marseille_Port_of_Jawaharlal_Nehru + 5080*ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali + 2709*ShipmentAmount_Port_of_Marseille_Port_of_Jeddah + 9485*ShipmentAmount_Port_of_Marseille_Port_of_Kaohsiung + 5388*ShipmentAmount_Port_of_Marseille_Port_of_King_Abdul_Aziz + 1830*ShipmentAmount_Port_of_Marseille_Port_of_Latakia + 9700*ShipmentAmount_Port_of_Marseille_Port_of_Los_Angeles + 8209*ShipmentAmount_Port_of_Marseille_Port_of_Manzanillo + 1806*ShipmentAmount_Port_of_Marseille_Port_of_Mersin + 5332*ShipmentAmount_Port_of_Marseille_Port_of_Mina + 4871*ShipmentAmount_Port_of_Marseille_Port_of_Montreal + 10928*ShipmentAmount_Port_of_Marseille_Port_of_Nagoya + 4293*ShipmentAmount_Port_of_Marseille_Port_of_New_York + 11599*ShipmentAmount_Port_of_Marseille_Port_of_Newcastle + 2430*ShipmentAmount_Port_of_Marseille_Port_of_Rotterdam + 4081*ShipmentAmount_Port_of_Marseille_Port_of_Salalah + 6204*ShipmentAmount_Port_of_Marseille_Port_of_Santos + 10048*ShipmentAmount_Port_of_Marseille_Port_of_Shanghai + 5558*ShipmentAmount_Port_of_Marseille_Port_of_Shuwaikh + 7714*ShipmentAmount_Port_of_Marseille_Port_of_Tanjung_Priok + 5603*ShipmentAmount_Port_of_Marseille_Port_of_Umm_Qasr + 10996*ShipmentAmount_Port_of_Marseille_Port_of_Vancouver + 2980*ShipmentAmount_Port_of_Marseille_Port_of_Vienna + 546*ShipmentAmount_Port_of_Mersin_Port_of_Alexandria + 2102*ShipmentAmount_Port_of_Mersin_Port_of_Algeciras + 3664*ShipmentAmount_Port_of_Mersin_Port_of_Antwerp + 778*ShipmentAmount_Port_of_Mersin_Port_of_Aqaba + 3520*ShipmentAmount_Port_of_Mersin_Port_of_Bandar_Abbas + 6766*ShipmentAmount_Port_of_Mersin_Port_of_Bangkok + 191*ShipmentAmount_Port_of_Mersin_Port_of_Beirut + 2130*ShipmentAmount_Port_of_Mersin_Port_of_Bratislava + 2028*ShipmentAmount_Port_of_Mersin_Port_of_Budapest + 9062*ShipmentAmount_Port_of_Mersin_Port_of_Busan + 3763*ShipmentAmount_Port_of_Mersin_Port_of_Doha + 5530*ShipmentAmount_Port_of_Mersin_Port_of_Durban + 316*ShipmentAmount_Port_of_Mersin_Port_of_Gaza + 4751*ShipmentAmount_Port_of_Mersin_Port_of_Gdansk + 1091*ShipmentAmount_Port_of_Mersin_Port_of_Gioia_Tauro + 4299*ShipmentAmount_Port_of_Mersin_Port_of_Gothenburg + 233*ShipmentAmount_Port_of_Mersin_Port_of_Haifa + 4032*ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Czeck + 4032*ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Germany + 7584*ShipmentAmount_Port_of_Mersin_Port_of_Hedland + 1744*ShipmentAmount_Port_of_Mersin_Port_of_Hodeidah + 3804*ShipmentAmount_Port_of_Mersin_Port_of_Immingham + 3720*ShipmentAmount_Port_of_Mersin_Port_of_Jawaharlal_Nehru + 3576*ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali + 1205*ShipmentAmount_Port_of_Mersin_Port_of_Jeddah + 7981*ShipmentAmount_Port_of_Mersin_Port_of_Kaohsiung + 3885*ShipmentAmount_Port_of_Mersin_Port_of_King_Abdul_Aziz + 89*ShipmentAmount_Port_of_Mersin_Port_of_Latakia + 11024*ShipmentAmount_Port_of_Mersin_Port_of_Los_Angeles + 9516*ShipmentAmount_Port_of_Mersin_Port_of_Manzanillo + 1806*ShipmentAmount_Port_of_Mersin_Port_of_Marseille + 3831*ShipmentAmount_Port_of_Mersin_Port_of_Mina + 6195*ShipmentAmount_Port_of_Mersin_Port_of_Montreal + 9424*ShipmentAmount_Port_of_Mersin_Port_of_Nagoya + 5617*ShipmentAmount_Port_of_Mersin_Port_of_New_York + 10095*ShipmentAmount_Port_of_Mersin_Port_of_Newcastle + 3755*ShipmentAmount_Port_of_Mersin_Port_of_Rotterdam + 2577*ShipmentAmount_Port_of_Mersin_Port_of_Salalah + 7528*ShipmentAmount_Port_of_Mersin_Port_of_Santos + 8546*ShipmentAmount_Port_of_Mersin_Port_of_Shanghai + 4057*ShipmentAmount_Port_of_Mersin_Port_of_Shuwaikh + 6210*ShipmentAmount_Port_of_Mersin_Port_of_Tanjung_Priok + 4102*ShipmentAmount_Port_of_Mersin_Port_of_Umm_Qasr + 12320*ShipmentAmount_Port_of_Mersin_Port_of_Vancouver + 2142*ShipmentAmount_Port_of_Mersin_Port_of_Vienna + 9243*ShipmentAmount_Port_of_Nagoya_Port_of_Alexandria + 11224*ShipmentAmount_Port_of_Nagoya_Port_of_Algeciras + 12786*ShipmentAmount_Port_of_Nagoya_Port_of_Antwerp + 8790*ShipmentAmount_Port_of_Nagoya_Port_of_Aqaba + 7435*ShipmentAmount_Port_of_Nagoya_Port_of_Bandar_Abbas + 3750*ShipmentAmount_Port_of_Nagoya_Port_of_Bangkok + 9263*ShipmentAmount_Port_of_Nagoya_Port_of_Beirut + 11310*ShipmentAmount_Port_of_Nagoya_Port_of_Bratislava + 11208*ShipmentAmount_Port_of_Nagoya_Port_of_Budapest + 612*ShipmentAmount_Port_of_Nagoya_Port_of_Busan + 7692*ShipmentAmount_Port_of_Nagoya_Port_of_Doha + 9308*ShipmentAmount_Port_of_Nagoya_Port_of_Durban + 8308*ShipmentAmount_Port_of_Nagoya_Port_of_Gaza + 13871*ShipmentAmount_Port_of_Nagoya_Port_of_Gdansk + 10213*ShipmentAmount_Port_of_Nagoya_Port_of_Gioia_Tauro + 13418*ShipmentAmount_Port_of_Nagoya_Port_of_Gothenburg + 9214*ShipmentAmount_Port_of_Nagoya_Port_of_Haifa + 13155*ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Czeck + 13155*ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Germany + 4088*ShipmentAmount_Port_of_Nagoya_Port_of_Hedland + 7680*ShipmentAmount_Port_of_Nagoya_Port_of_Hodeidah + 12927*ShipmentAmount_Port_of_Nagoya_Port_of_Immingham + 6171*ShipmentAmount_Port_of_Nagoya_Port_of_Jawaharlal_Nehru + 7505*ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali + 8219*ShipmentAmount_Port_of_Nagoya_Port_of_Jeddah + 1498*ShipmentAmount_Port_of_Nagoya_Port_of_Kaohsiung + 7800*ShipmentAmount_Port_of_Nagoya_Port_of_King_Abdul_Aziz + 9428*ShipmentAmount_Port_of_Nagoya_Port_of_Latakia + 4992*ShipmentAmount_Port_of_Nagoya_Port_of_Los_Angeles + 6131*ShipmentAmount_Port_of_Nagoya_Port_of_Manzanillo + 10928*ShipmentAmount_Port_of_Nagoya_Port_of_Marseille + 9424*ShipmentAmount_Port_of_Nagoya_Port_of_Mersin + 7759*ShipmentAmount_Port_of_Nagoya_Port_of_Mina + 10961*ShipmentAmount_Port_of_Nagoya_Port_of_Montreal + 9835*ShipmentAmount_Port_of_Nagoya_Port_of_New_York + 4768*ShipmentAmount_Port_of_Nagoya_Port_of_Newcastle + 12877*ShipmentAmount_Port_of_Nagoya_Port_of_Rotterdam + 7148*ShipmentAmount_Port_of_Nagoya_Port_of_Salalah + 11468*ShipmentAmount_Port_of_Nagoya_Port_of_Santos + 1007*ShipmentAmount_Port_of_Nagoya_Port_of_Shanghai + 7972*ShipmentAmount_Port_of_Nagoya_Port_of_Shuwaikh + 3787*ShipmentAmount_Port_of_Nagoya_Port_of_Tanjung_Priok + 8017*ShipmentAmount_Port_of_Nagoya_Port_of_Umm_Qasr + 4321*ShipmentAmount_Port_of_Nagoya_Port_of_Vancouver + 11322*ShipmentAmount_Port_of_Nagoya_Port_of_Vienna + 5618*ShipmentAmount_Port_of_New_York_Port_of_Alexandria + 3515*ShipmentAmount_Port_of_New_York_Port_of_Algeciras + 3827*ShipmentAmount_Port_of_New_York_Port_of_Antwerp + 6104*ShipmentAmount_Port_of_New_York_Port_of_Aqaba + 8862*ShipmentAmount_Port_of_New_York_Port_of_Bandar_Abbas + 12081*ShipmentAmount_Port_of_New_York_Port_of_Bangkok + 5715*ShipmentAmount_Port_of_New_York_Port_of_Beirut + 6830*ShipmentAmount_Port_of_New_York_Port_of_Bratislava + 6728*ShipmentAmount_Port_of_New_York_Port_of_Budapest + 10108*ShipmentAmount_Port_of_New_York_Port_of_Busan + 9392*ShipmentAmount_Port_of_New_York_Port_of_Doha + 9902*ShipmentAmount_Port_of_New_York_Port_of_Durban + 5196*ShipmentAmount_Port_of_New_York_Port_of_Gaza + 4316*ShipmentAmount_Port_of_New_York_Port_of_Gdansk + 4617*ShipmentAmount_Port_of_New_York_Port_of_Gioia_Tauro + 3864*ShipmentAmount_Port_of_New_York_Port_of_Gothenburg + 5756*ShipmentAmount_Port_of_New_York_Port_of_Haifa + 4195*ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Czeck + 4195*ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Germany + 12899*ShipmentAmount_Port_of_New_York_Port_of_Hedland + 7105*ShipmentAmount_Port_of_New_York_Port_of_Hodeidah + 3968*ShipmentAmount_Port_of_New_York_Port_of_Immingham + 9036*ShipmentAmount_Port_of_New_York_Port_of_Jawaharlal_Nehru + 8918*ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali + 6521*ShipmentAmount_Port_of_New_York_Port_of_Jeddah + 10972*ShipmentAmount_Port_of_New_York_Port_of_Kaohsiung + 9222*ShipmentAmount_Port_of_New_York_Port_of_King_Abdul_Aziz + 5642*ShipmentAmount_Port_of_New_York_Port_of_Latakia + 5734*ShipmentAmount_Port_of_New_York_Port_of_Los_Angeles + 4237*ShipmentAmount_Port_of_New_York_Port_of_Manzanillo + 4293*ShipmentAmount_Port_of_New_York_Port_of_Marseille + 5617*ShipmentAmount_Port_of_New_York_Port_of_Mersin + 9168*ShipmentAmount_Port_of_New_York_Port_of_Mina + 1729*ShipmentAmount_Port_of_New_York_Port_of_Montreal + 9835*ShipmentAmount_Port_of_New_York_Port_of_Nagoya + 9689*ShipmentAmount_Port_of_New_York_Port_of_Newcastle + 3918*ShipmentAmount_Port_of_New_York_Port_of_Rotterdam + 7930*ShipmentAmount_Port_of_New_York_Port_of_Salalah + 6148*ShipmentAmount_Port_of_New_York_Port_of_Santos + 10547*ShipmentAmount_Port_of_New_York_Port_of_Shanghai + 9392*ShipmentAmount_Port_of_New_York_Port_of_Shuwaikh + 11525*ShipmentAmount_Port_of_New_York_Port_of_Tanjung_Priok + 9417*ShipmentAmount_Port_of_New_York_Port_of_Umm_Qasr + 7051*ShipmentAmount_Port_of_New_York_Port_of_Vancouver + 6839*ShipmentAmount_Port_of_New_York_Port_of_Vienna + 8365*ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria + 10346*ShipmentAmount_Port_of_Shanghai_Port_of_Algeciras + 11907*ShipmentAmount_Port_of_Shanghai_Port_of_Antwerp + 7912*ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba + 6557*ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas + 2872*ShipmentAmount_Port_of_Shanghai_Port_of_Bangkok + 8385*ShipmentAmount_Port_of_Shanghai_Port_of_Beirut + 10432*ShipmentAmount_Port_of_Shanghai_Port_of_Bratislava + 10330*ShipmentAmount_Port_of_Shanghai_Port_of_Budapest + 535*ShipmentAmount_Port_of_Shanghai_Port_of_Busan + 6814*ShipmentAmount_Port_of_Shanghai_Port_of_Doha + 8418*ShipmentAmount_Port_of_Shanghai_Port_of_Durban + 7660*ShipmentAmount_Port_of_Shanghai_Port_of_Gaza + 12993*ShipmentAmount_Port_of_Shanghai_Port_of_Gdansk + 9335*ShipmentAmount_Port_of_Shanghai_Port_of_Gioia_Tauro + 12539*ShipmentAmount_Port_of_Shanghai_Port_of_Gothenburg + 8336*ShipmentAmount_Port_of_Shanghai_Port_of_Haifa + 12277*ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Czeck + 12277*ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Germany + 3701*ShipmentAmount_Port_of_Shanghai_Port_of_Hedland + 6802*ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah + 12049*ShipmentAmount_Port_of_Shanghai_Port_of_Immingham + 5293*ShipmentAmount_Port_of_Shanghai_Port_of_Jawaharlal_Nehru + 6627*ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali + 7341*ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah + 597*ShipmentAmount_Port_of_Shanghai_Port_of_Kaohsiung + 6922*ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz + 8550*ShipmentAmount_Port_of_Shanghai_Port_of_Latakia + 5688*ShipmentAmount_Port_of_Shanghai_Port_of_Los_Angeles + 6843*ShipmentAmount_Port_of_Shanghai_Port_of_Manzanillo + 10048*ShipmentAmount_Port_of_Shanghai_Port_of_Marseille + 8546*ShipmentAmount_Port_of_Shanghai_Port_of_Mersin + 6882*ShipmentAmount_Port_of_Shanghai_Port_of_Mina + 11673*ShipmentAmount_Port_of_Shanghai_Port_of_Montreal + 1007*ShipmentAmount_Port_of_Shanghai_Port_of_Nagoya + 10547*ShipmentAmount_Port_of_Shanghai_Port_of_New_York + 5140*ShipmentAmount_Port_of_Shanghai_Port_of_Newcastle + 11999*ShipmentAmount_Port_of_Shanghai_Port_of_Rotterdam + 6270*ShipmentAmount_Port_of_Shanghai_Port_of_Salalah + 13268*ShipmentAmount_Port_of_Shanghai_Port_of_Santos + 7094*ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh + 2909*ShipmentAmount_Port_of_Shanghai_Port_of_Tanjung_Priok + 7139*ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr + 4956*ShipmentAmount_Port_of_Shanghai_Port_of_Vancouver + 10444*ShipmentAmount_Port_of_Shanghai_Port_of_Vienna + 0\n",
       "SUBJECT TO\n",
       "_C1: ShipmentAmount_Port_of_Budapest_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Newcastle >= 36310.6696\n",
       "\n",
       "_C2: ShipmentAmount_Port_of_Budapest_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hedland >= 579718.622\n",
       "\n",
       "_C3: ShipmentAmount_Port_of_Budapest_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Vienna\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Vienna >= 32245.5899\n",
       "\n",
       "_C4: ShipmentAmount_Port_of_Budapest_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mina >= 93954\n",
       "\n",
       "_C5: ShipmentAmount_Port_of_Budapest_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Antwerp >= 176965.9293\n",
       "\n",
       "_C6: ShipmentAmount_Port_of_Budapest_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Santos >= 19540.5\n",
       "\n",
       "_C7: ShipmentAmount_Port_of_Budapest_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Montreal >= 207820.3497\n",
       "\n",
       "_C8: ShipmentAmount_Port_of_Budapest_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Vancouver >= 154759.8348\n",
       "\n",
       "_C9: ShipmentAmount_Port_of_Budapest_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Shanghai >= 2154713.285\n",
       "\n",
       "_C10: ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Czeck >= 610716.9348\n",
       "\n",
       "_C11: ShipmentAmount_Port_of_Budapest_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria >= 2457\n",
       "\n",
       "_C12: ShipmentAmount_Port_of_Budapest_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Marseille >= 799890.7822\n",
       "\n",
       "_C13: ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Germany >= 987772.8956\n",
       "\n",
       "_C14: ShipmentAmount_Port_of_Budapest_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Budapest >= 112444.5\n",
       "\n",
       "_C15: ShipmentAmount_Port_of_Budapest_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jawaharlal_Nehru >= 3033829.62\n",
       "\n",
       "_C16: ShipmentAmount_Port_of_Budapest_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Tanjung_Priok >= 457500.1178\n",
       "\n",
       "_C17: ShipmentAmount_Port_of_Budapest_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas >= 8179.5\n",
       "\n",
       "_C18: ShipmentAmount_Port_of_Budapest_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr >= 546\n",
       "\n",
       "_C19: ShipmentAmount_Port_of_Budapest_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Haifa >= 94.5\n",
       "\n",
       "_C20: ShipmentAmount_Port_of_Budapest_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gioia_Tauro >= 109188.5173\n",
       "\n",
       "_C21: ShipmentAmount_Port_of_Budapest_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Nagoya >= 4790234.329\n",
       "\n",
       "_C22: ShipmentAmount_Port_of_Budapest_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba >= 102753\n",
       "\n",
       "_C23: ShipmentAmount_Port_of_Budapest_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Busan >= 3473051.233\n",
       "\n",
       "_C24: ShipmentAmount_Port_of_Budapest_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh >= 170338.2467\n",
       "\n",
       "_C25: ShipmentAmount_Port_of_Budapest_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Beirut >= 1512\n",
       "\n",
       "_C26: ShipmentAmount_Port_of_Budapest_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Manzanillo >= 165228\n",
       "\n",
       "_C27: ShipmentAmount_Port_of_Budapest_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Rotterdam >= 54142.8634\n",
       "\n",
       "_C28: ShipmentAmount_Port_of_Budapest_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Salalah >= 10.5\n",
       "\n",
       "_C29: ShipmentAmount_Port_of_Budapest_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gaza >= 0\n",
       "\n",
       "_C30: ShipmentAmount_Port_of_Budapest_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gdansk >= 80437.4174\n",
       "\n",
       "_C31: ShipmentAmount_Port_of_Budapest_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Doha >= 168850.5\n",
       "\n",
       "_C32: ShipmentAmount_Port_of_Budapest_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz >= 161279.7866\n",
       "\n",
       "_C33: ShipmentAmount_Port_of_Budapest_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah >= 152355.2134\n",
       "\n",
       "_C34: ShipmentAmount_Port_of_Budapest_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bratislava >= 300565.979\n",
       "\n",
       "_C35: ShipmentAmount_Port_of_Budapest_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Durban >= 74707.5\n",
       "\n",
       "_C36: ShipmentAmount_Port_of_Budapest_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Algeciras >= 520674.1459\n",
       "\n",
       "_C37: ShipmentAmount_Port_of_Budapest_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gothenburg >= 54983.9464\n",
       "\n",
       "_C38: ShipmentAmount_Port_of_Budapest_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Latakia >= 598.5\n",
       "\n",
       "_C39: ShipmentAmount_Port_of_Budapest_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Kaohsiung >= 279204.3872\n",
       "\n",
       "_C40: ShipmentAmount_Port_of_Budapest_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bangkok >= 1042463.426\n",
       "\n",
       "_C41: ShipmentAmount_Port_of_Budapest_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mersin >= 450887.5142\n",
       "\n",
       "_C42: ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali >= 13240.5\n",
       "\n",
       "_C43: ShipmentAmount_Port_of_Budapest_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Immingham >= 455326.9563\n",
       "\n",
       "_C44: ShipmentAmount_Port_of_Budapest_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_New_York >= 1828466.553\n",
       "\n",
       "_C45: ShipmentAmount_Port_of_Budapest_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Los_Angeles >= 1791676.482\n",
       "\n",
       "_C46: ShipmentAmount_Port_of_Budapest_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah >= 105\n",
       "\n",
       "_C47: ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Vienna = 7891205.7168\n",
       "\n",
       "_C48: ShipmentAmount_Port_of_Marseille_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Vienna = 4720787.52508\n",
       "\n",
       "_C49: ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vienna = 3013639.26908\n",
       "\n",
       "_C50: ShipmentAmount_Port_of_Budapest_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Vienna = 1741988.017\n",
       "\n",
       "_C51: ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vienna = 1532949.455\n",
       "\n",
       "_C52: ShipmentAmount_Port_of_Nagoya_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Vienna = 1498109.694\n",
       "\n",
       "_C53: ShipmentAmount_Port_of_Busan_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Vienna = 1289071.132\n",
       "\n",
       "_C54: ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Vienna = 1080032.57\n",
       "\n",
       "_C55: ShipmentAmount_Port_of_Kaohsiung_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Kaohsiung_Port_of_Vienna = 1010353.05\n",
       "\n",
       "_C56: ShipmentAmount_Port_of_Mersin_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Vienna = 870994.0084\n",
       "\n",
       "_C57: ShipmentAmount_Port_of_Immingham_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Vienna = 627115.686\n",
       "\n",
       "_C58: ShipmentAmount_Port_of_New_York_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Vienna = 256623.9121\n",
       "\n",
       "_C59: ShipmentAmount_Port_of_Los_Angeles_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Algeciras\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Antwerp\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Bangkok\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Bratislava\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Budapest\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Busan\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Durban\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gdansk\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gioia_Tauro\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Gothenburg\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Czeck\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Germany\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hedland\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Immingham\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Jawaharlal_Nehru\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Kaohsiung\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Los_Angeles\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Manzanillo\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Marseille\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Mina\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Montreal\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Nagoya\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_New_York\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Newcastle\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Rotterdam\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Santos\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Shanghai\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Tanjung_Priok\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Vancouver\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Vienna = 178873.0921\n",
       "\n",
       "VARIABLES\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Kaohsiung_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Vienna Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Algeciras Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Antwerp Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bangkok Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bratislava Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Budapest Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Busan Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Durban Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gdansk Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gioia_Tauro Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gothenburg Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Czeck Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hamburg_Germany Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hedland Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Immingham Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jawaharlal_Nehru Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Kaohsiung Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Los_Angeles Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Manzanillo Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Marseille Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mina Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Montreal Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Nagoya Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_New_York Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Newcastle Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Rotterdam Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Santos Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Shanghai Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Tanjung_Priok Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Vancouver Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Vienna Continuous"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Constraints\n",
    "for i in supply_points:\n",
    "    prob += sum(X[i][j] for j in demand_points) == Fiber_supply[i]\n",
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Status: Optimal\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Alexandria = 2457.0\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Aqaba = 55215.041\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Bandar_Abbas = 8179.5\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Bangkok = 241997.57\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Bratislava = 300565.98\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Budapest = 112444.5\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Doha = 168850.5\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Durban = 74707.5\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Hedland = 579718.62\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali = 13240.5\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Jeddah = 152355.21\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Salalah = 10.5\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Vienna = 32245.59\n",
      "ShipmentAmount_Port_of_Busan_Port_of_Busan = 1289071.1\n",
      "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Antwerp = 176965.93\n",
      "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gdansk = 80437.417\n",
      "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Gothenburg = 54983.946\n",
      "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Czeck = 610716.93\n",
      "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Hamburg_Germany = 987772.9\n",
      "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Montreal = 36031.62\n",
      "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_New_York = 1012587.7\n",
      "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Rotterdam = 54142.863\n",
      "ShipmentAmount_Port_of_Immingham_Port_of_Immingham = 455326.96\n",
      "ShipmentAmount_Port_of_Immingham_Port_of_Montreal = 171788.73\n",
      "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jawaharlal_Nehru = 1532949.5\n",
      "ShipmentAmount_Port_of_Kaohsiung_Port_of_Bangkok = 731148.66\n",
      "ShipmentAmount_Port_of_Kaohsiung_Port_of_Kaohsiung = 279204.39\n",
      "ShipmentAmount_Port_of_Los_Angeles_Port_of_Los_Angeles = 178873.09\n",
      "ShipmentAmount_Port_of_Manzanillo_Port_of_Los_Angeles = 1080032.6\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Algeciras = 520674.15\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Aqaba = 47537.959\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Gioia_Tauro = 109188.52\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Hodeidah = 105.0\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Jawaharlal_Nehru = 1082978.7\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_King_Abdul_Aziz = 161279.79\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Los_Angeles = 532770.82\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Manzanillo = 165228.0\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Marseille = 799890.78\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Mina = 93954.0\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_New_York = 559254.98\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Santos = 19540.5\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Shuwaikh = 170338.25\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Tanjung_Priok = 457500.12\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Umm_Qasr = 546.0\n",
      "ShipmentAmount_Port_of_Mersin_Port_of_Beirut = 1512.0\n",
      "ShipmentAmount_Port_of_Mersin_Port_of_Haifa = 94.5\n",
      "ShipmentAmount_Port_of_Mersin_Port_of_Jawaharlal_Nehru = 417901.49\n",
      "ShipmentAmount_Port_of_Mersin_Port_of_Latakia = 598.5\n",
      "ShipmentAmount_Port_of_Mersin_Port_of_Mersin = 450887.51\n",
      "ShipmentAmount_Port_of_Nagoya_Port_of_Nagoya = 1498109.7\n",
      "ShipmentAmount_Port_of_New_York_Port_of_New_York = 256623.91\n",
      "ShipmentAmount_Port_of_Shanghai_Port_of_Bangkok = 69317.191\n",
      "ShipmentAmount_Port_of_Shanghai_Port_of_Busan = 2183980.1\n",
      "ShipmentAmount_Port_of_Shanghai_Port_of_Nagoya = 3292124.6\n",
      "ShipmentAmount_Port_of_Shanghai_Port_of_Newcastle = 36310.67\n",
      "ShipmentAmount_Port_of_Shanghai_Port_of_Shanghai = 2154713.3\n",
      "ShipmentAmount_Port_of_Shanghai_Port_of_Vancouver = 154759.83\n",
      "Total kilogram_miles = 46523533896.558014\n"
     ]
    }
   ],
   "source": [
    "prob.solve()\n",
    "\n",
    "print(\"Status:\", LpStatus[prob.status])\n",
    "\n",
    "for v in prob.variables():\n",
    "    if v.varValue > 0:\n",
    "        print(v.name, \"=\", v.varValue)\n",
    "\n",
    "print(\"Total kilogram_miles =\", value(prob.objective))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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